Introduction¶
Real-world data rarely comes clean. Using Python and its libraries,we will gather data from a variety of sources and in a variety of formats, assess its quality and tidiness, then clean it. This is called data wrangling.
The dataset that we will be wrangling (and analyzing and visualizing) is the tweet archive of Twitter user @dog_rates, also known as WeRateDogs. WeRateDogs is a Twitter account that rates people's dogs with a humorous comment about the dog. These ratings almost always have a denominator of 10. The numerators, though? Almost always greater than 10. 11/10, 12/10, 13/10, etc. Why? Because "they're good dogs Brent." WeRateDogs has over 4 million followers and has received international media coverage.
WeRateDogs banner
Step 1:Gather¶
In this step,we will obtain data from three sources
- The WeRateDogs Twitter archive which has been provided to us which contains basic tweet data for all 5000+ of their tweets
- The tweet image predictions that contains image predictions that classify dog breeds
- Additional data from the Twitter API that contains retweet count and favorite count
In [1]:
#Importing Libraries
import pandas as pd
import numpy as np
import requests
import tweepy
import json
from IPython.display import set_matplotlib_formats
set_matplotlib_formats('pdf', 'svg')
In [2]:
#Gathering data from the twitter archive
archive=pd.read_csv('/content/twitter-archive-enhanced.csv')
archive.head()
Out[2]:
| tweet_id | in_reply_to_status_id | in_reply_to_user_id | timestamp | source | text | retweeted_status_id | retweeted_status_user_id | retweeted_status_timestamp | expanded_urls | rating_numerator | rating_denominator | name | doggo | floofer | pupper | puppo | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 892420643555336193 | NaN | NaN | 2017-08-01 16:23:56 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Phineas. He's a mystical boy. Only eve... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/892420643... | 13 | 10 | Phineas | None | None | None | None |
| 1 | 892177421306343426 | NaN | NaN | 2017-08-01 00:17:27 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Tilly. She's just checking pup on you.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/892177421... | 13 | 10 | Tilly | None | None | None | None |
| 2 | 891815181378084864 | NaN | NaN | 2017-07-31 00:18:03 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Archie. He is a rare Norwegian Pouncin... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891815181... | 12 | 10 | Archie | None | None | None | None |
| 3 | 891689557279858688 | NaN | NaN | 2017-07-30 15:58:51 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Darla. She commenced a snooze mid meal... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891689557... | 13 | 10 | Darla | None | None | None | None |
| 4 | 891327558926688256 | NaN | NaN | 2017-07-29 16:00:24 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Franklin. He would like you to stop ca... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891327558... | 12 | 10 | Franklin | None | None | None | None |
In [3]:
#Gathering image predictions data from server
image_predictions = requests.get('https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv',allow_redirects=True)
open('image_predictions.tsv','wb').write(image_predictions.content)
Out[3]:
335079
In [4]:
images=pd.read_csv('image_predictions.tsv',sep='\t')
images.head()
Out[4]:
| tweet_id | jpg_url | img_num | p1 | p1_conf | p1_dog | p2 | p2_conf | p2_dog | p3 | p3_conf | p3_dog | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 666020888022790149 | https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg | 1 | Welsh_springer_spaniel | 0.465074 | True | collie | 0.156665 | True | Shetland_sheepdog | 0.061428 | True |
| 1 | 666029285002620928 | https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg | 1 | redbone | 0.506826 | True | miniature_pinscher | 0.074192 | True | Rhodesian_ridgeback | 0.072010 | True |
| 2 | 666033412701032449 | https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg | 1 | German_shepherd | 0.596461 | True | malinois | 0.138584 | True | bloodhound | 0.116197 | True |
| 3 | 666044226329800704 | https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg | 1 | Rhodesian_ridgeback | 0.408143 | True | redbone | 0.360687 | True | miniature_pinscher | 0.222752 | True |
| 4 | 666049248165822465 | https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg | 1 | miniature_pinscher | 0.560311 | True | Rottweiler | 0.243682 | True | Doberman | 0.154629 | True |
In [5]:
#Gathering data from the twitter API
tweets=pd.read_json('/content/tweets.txt',lines=True)
tweets.head()
Out[5]:
| created_at | id | id_str | full_text | truncated | display_text_range | entities | extended_entities | source | in_reply_to_status_id | ... | favorite_count | favorited | retweeted | possibly_sensitive | possibly_sensitive_appealable | lang | retweeted_status | quoted_status_id | quoted_status_id_str | quoted_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2017-08-01 16:23:56+00:00 | 892420643555336193 | 892420643555336192 | This is Phineas. He's a mystical boy. Only eve... | False | [0, 85] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 892420639486877696, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 39467 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| 1 | 2017-08-01 00:17:27+00:00 | 892177421306343426 | 892177421306343424 | This is Tilly. She's just checking pup on you.... | False | [0, 138] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 892177413194625024, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 33819 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| 2 | 2017-07-31 00:18:03+00:00 | 891815181378084864 | 891815181378084864 | This is Archie. He is a rare Norwegian Pouncin... | False | [0, 121] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 891815175371796480, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 25461 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| 3 | 2017-07-30 15:58:51+00:00 | 891689557279858688 | 891689557279858688 | This is Darla. She commenced a snooze mid meal... | False | [0, 79] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 891689552724799489, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 42908 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| 4 | 2017-07-29 16:00:24+00:00 | 891327558926688256 | 891327558926688256 | This is Franklin. He would like you to stop ca... | False | [0, 138] | {'hashtags': [{'text': 'BarkWeek', 'indices': ... | {'media': [{'id': 891327551943041024, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 41048 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
5 rows × 31 columns
Step 2:Assess Data¶
When assessing, you're inspecting your data set for two things:
Data quality issues:
Completeness: do we have all of the records that we should? Do we have missing records or not? Are there specific rows, columns, or cells missing?
Validity: we have the records, but they're not valid, i.e., they don't conform to a defined schema. A schema is a defined set of rules for data. These rules can be real-world constraints (e.g. negative height is impossible) and table-specific constraints (e.g. unique key constraints in tables).
Accuracy: inaccurate data is wrong data that is valid. It adheres to the defined schema, but it is still incorrect.
Consistency: inconsistent data is both valid and accurate, but there are multiple correct ways of referring to the same thing. Consistency, i.e., a standard format, in columns that represent the same data across tables and/or within tables is desired.
- Lack of tidiness: Data that has specific structural issues that slow you down when cleaning and analyzing, visualizing, or modeling your data later.
- Each variable forms a column
- Each variable forms a row
- Each type of observational unit forms a table
We will perform this using Visual & Programmatic methods
Visual Assessment¶
In [6]:
#Archive data
archive
Out[6]:
| tweet_id | in_reply_to_status_id | in_reply_to_user_id | timestamp | source | text | retweeted_status_id | retweeted_status_user_id | retweeted_status_timestamp | expanded_urls | rating_numerator | rating_denominator | name | doggo | floofer | pupper | puppo | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 892420643555336193 | NaN | NaN | 2017-08-01 16:23:56 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Phineas. He's a mystical boy. Only eve... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/892420643... | 13 | 10 | Phineas | None | None | None | None |
| 1 | 892177421306343426 | NaN | NaN | 2017-08-01 00:17:27 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Tilly. She's just checking pup on you.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/892177421... | 13 | 10 | Tilly | None | None | None | None |
| 2 | 891815181378084864 | NaN | NaN | 2017-07-31 00:18:03 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Archie. He is a rare Norwegian Pouncin... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891815181... | 12 | 10 | Archie | None | None | None | None |
| 3 | 891689557279858688 | NaN | NaN | 2017-07-30 15:58:51 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Darla. She commenced a snooze mid meal... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891689557... | 13 | 10 | Darla | None | None | None | None |
| 4 | 891327558926688256 | NaN | NaN | 2017-07-29 16:00:24 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Franklin. He would like you to stop ca... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891327558... | 12 | 10 | Franklin | None | None | None | None |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 2351 | 666049248165822465 | NaN | NaN | 2015-11-16 00:24:50 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have a 1949 1st generation vulpix. Enj... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666049248... | 5 | 10 | None | None | None | None | None |
| 2352 | 666044226329800704 | NaN | NaN | 2015-11-16 00:04:52 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a purebred Piers Morgan. Loves to Netf... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666044226... | 6 | 10 | a | None | None | None | None |
| 2353 | 666033412701032449 | NaN | NaN | 2015-11-15 23:21:54 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a very happy pup. Big fan of well-main... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666033412... | 9 | 10 | a | None | None | None | None |
| 2354 | 666029285002620928 | NaN | NaN | 2015-11-15 23:05:30 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a western brown Mitsubishi terrier. Up... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666029285... | 7 | 10 | a | None | None | None | None |
| 2355 | 666020888022790149 | NaN | NaN | 2015-11-15 22:32:08 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have a Japanese Irish Setter. Lost eye... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666020888... | 8 | 10 | None | None | None | None | None |
2356 rows × 17 columns
In [7]:
#Image predictions data
images
Out[7]:
| tweet_id | jpg_url | img_num | p1 | p1_conf | p1_dog | p2 | p2_conf | p2_dog | p3 | p3_conf | p3_dog | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 666020888022790149 | https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg | 1 | Welsh_springer_spaniel | 0.465074 | True | collie | 0.156665 | True | Shetland_sheepdog | 0.061428 | True |
| 1 | 666029285002620928 | https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg | 1 | redbone | 0.506826 | True | miniature_pinscher | 0.074192 | True | Rhodesian_ridgeback | 0.072010 | True |
| 2 | 666033412701032449 | https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg | 1 | German_shepherd | 0.596461 | True | malinois | 0.138584 | True | bloodhound | 0.116197 | True |
| 3 | 666044226329800704 | https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg | 1 | Rhodesian_ridgeback | 0.408143 | True | redbone | 0.360687 | True | miniature_pinscher | 0.222752 | True |
| 4 | 666049248165822465 | https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg | 1 | miniature_pinscher | 0.560311 | True | Rottweiler | 0.243682 | True | Doberman | 0.154629 | True |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 2070 | 891327558926688256 | https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg | 2 | basset | 0.555712 | True | English_springer | 0.225770 | True | German_short-haired_pointer | 0.175219 | True |
| 2071 | 891689557279858688 | https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg | 1 | paper_towel | 0.170278 | False | Labrador_retriever | 0.168086 | True | spatula | 0.040836 | False |
| 2072 | 891815181378084864 | https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg | 1 | Chihuahua | 0.716012 | True | malamute | 0.078253 | True | kelpie | 0.031379 | True |
| 2073 | 892177421306343426 | https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg | 1 | Chihuahua | 0.323581 | True | Pekinese | 0.090647 | True | papillon | 0.068957 | True |
| 2074 | 892420643555336193 | https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg | 1 | orange | 0.097049 | False | bagel | 0.085851 | False | banana | 0.076110 | False |
2075 rows × 12 columns
In [8]:
#Tweets data
tweets
Out[8]:
| created_at | id | id_str | full_text | truncated | display_text_range | entities | extended_entities | source | in_reply_to_status_id | ... | favorite_count | favorited | retweeted | possibly_sensitive | possibly_sensitive_appealable | lang | retweeted_status | quoted_status_id | quoted_status_id_str | quoted_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2017-08-01 16:23:56+00:00 | 892420643555336193 | 892420643555336192 | This is Phineas. He's a mystical boy. Only eve... | False | [0, 85] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 892420639486877696, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 39467 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| 1 | 2017-08-01 00:17:27+00:00 | 892177421306343426 | 892177421306343424 | This is Tilly. She's just checking pup on you.... | False | [0, 138] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 892177413194625024, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 33819 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| 2 | 2017-07-31 00:18:03+00:00 | 891815181378084864 | 891815181378084864 | This is Archie. He is a rare Norwegian Pouncin... | False | [0, 121] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 891815175371796480, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 25461 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| 3 | 2017-07-30 15:58:51+00:00 | 891689557279858688 | 891689557279858688 | This is Darla. She commenced a snooze mid meal... | False | [0, 79] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 891689552724799489, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 42908 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| 4 | 2017-07-29 16:00:24+00:00 | 891327558926688256 | 891327558926688256 | This is Franklin. He would like you to stop ca... | False | [0, 138] | {'hashtags': [{'text': 'BarkWeek', 'indices': ... | {'media': [{'id': 891327551943041024, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 41048 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 2349 | 2015-11-16 00:24:50+00:00 | 666049248165822465 | 666049248165822464 | Here we have a 1949 1st generation vulpix. Enj... | False | [0, 120] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 666049244999131136, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 111 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| 2350 | 2015-11-16 00:04:52+00:00 | 666044226329800704 | 666044226329800704 | This is a purebred Piers Morgan. Loves to Netf... | False | [0, 137] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 666044217047650304, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 311 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| 2351 | 2015-11-15 23:21:54+00:00 | 666033412701032449 | 666033412701032448 | Here is a very happy pup. Big fan of well-main... | False | [0, 130] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 666033409081393153, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 128 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| 2352 | 2015-11-15 23:05:30+00:00 | 666029285002620928 | 666029285002620928 | This is a western brown Mitsubishi terrier. Up... | False | [0, 139] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 666029276303482880, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 132 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
| 2353 | 2015-11-15 22:32:08+00:00 | 666020888022790149 | 666020888022790144 | Here we have a Japanese Irish Setter. Lost eye... | False | [0, 131] | {'hashtags': [], 'symbols': [], 'user_mentions... | {'media': [{'id': 666020881337073664, 'id_str'... | <a href="http://twitter.com/download/iphone" r... | NaN | ... | 2535 | False | False | 0.0 | 0.0 | en | NaN | NaN | NaN | NaN |
2354 rows × 31 columns
Programmatic Assessment¶
In [9]:
#Checking for missing data
archive.isnull().sum()
Out[9]:
tweet_id 0 in_reply_to_status_id 2278 in_reply_to_user_id 2278 timestamp 0 source 0 text 0 retweeted_status_id 2175 retweeted_status_user_id 2175 retweeted_status_timestamp 2175 expanded_urls 59 rating_numerator 0 rating_denominator 0 name 0 doggo 0 floofer 0 pupper 0 puppo 0 dtype: int64
Completeness
We have missing data in the columns ; 'in_reply_to_status_id', 'in_reply_to_user_id', 'timestamp', 'source', 'text', 'retweeted_status_id', 'retweeted_status_user_id', 'retweeted_status_timestamp' & 'expanded_urls' The missing data in the rest of the columns save for expanded_urls are insignificant as they are optional and belong to retweets ,which are further going to be deleted later on.
Let us look into the missing data in the expanded_urls column
In [10]:
archive.expanded_urls.value_counts()
Out[10]:
https://twitter.com/dog_rates/status/667152164079423490/photo/1 2
https://twitter.com/dog_rates/status/718631497683582976/photo/1 2
https://twitter.com/dog_rates/status/783839966405230592/photo/1,https://twitter.com/dog_rates/status/783839966405230592/photo/1,https://twitter.com/dog_rates/status/783839966405230592/photo/1 2
https://twitter.com/dog_rates/status/774314403806253056/photo/1,https://twitter.com/dog_rates/status/774314403806253056/photo/1,https://twitter.com/dog_rates/status/774314403806253056/photo/1,https://twitter.com/dog_rates/status/774314403806253056/photo/1 2
https://twitter.com/dog_rates/status/781524693396357120/photo/1 2
..
https://twitter.com/dog_rates/status/763837565564780549/photo/1 1
https://twitter.com/dog_rates/status/764259802650378240/photo/1,https://twitter.com/dog_rates/status/764259802650378240/photo/1 1
https://twitter.com/dog_rates/status/764857477905154048/photo/1 1
https://twitter.com/dog_rates/status/765222098633691136/photo/1 1
https://twitter.com/dog_rates/status/666020888022790149/photo/1 1
Name: expanded_urls, Length: 2218, dtype: int64
In [11]:
archive.expanded_urls.duplicated().sum()
Out[11]:
137
We have 137 duplicated urls which could be accounted for by presence of retweets,let us check if we have duplicates in the original tweets
In [12]:
duplicated_urls=archive[archive.expanded_urls.duplicated()]
duplicated_urls.to_csv('duplicated_urls.csv')
In [13]:
archive['tweet_id'].duplicated().sum()
Out[13]:
0
From assessment gathered,we have one tweet that is duplicated and is not a retweet.Which will need to be cleaned.
In [14]:
images['jpg_url'].duplicated().sum()
Out[14]:
66
We have duplicated images in the jpg_url column
In [15]:
#Checking for missing data
images.isnull().sum()
Out[15]:
tweet_id 0 jpg_url 0 img_num 0 p1 0 p1_conf 0 p1_dog 0 p2 0 p2_conf 0 p2_dog 0 p3 0 p3_conf 0 p3_dog 0 dtype: int64
In [16]:
#Checking for duplicates
images['tweet_id'].duplicated().value_counts()
Out[16]:
False 2075 Name: tweet_id, dtype: int64
In [17]:
#Checking for missing data
tweets.isnull().sum()
Out[17]:
created_at 0 id 0 id_str 0 full_text 0 truncated 0 display_text_range 0 entities 0 extended_entities 281 source 0 in_reply_to_status_id 2276 in_reply_to_status_id_str 2276 in_reply_to_user_id 2276 in_reply_to_user_id_str 2276 in_reply_to_screen_name 2276 user 0 geo 2354 coordinates 2354 place 2353 contributors 2354 is_quote_status 0 retweet_count 0 favorite_count 0 favorited 0 retweeted 0 possibly_sensitive 143 possibly_sensitive_appealable 143 lang 0 retweeted_status 2175 quoted_status_id 2325 quoted_status_id_str 2325 quoted_status 2326 dtype: int64
In [18]:
#Checking for duplicates
tweets['id'].duplicated().value_counts()
Out[18]:
False 2354 Name: id, dtype: int64
We have missing data in the tweets dataset from 16 columns
Validity
In [19]:
pd.set_option('display.max_rows', None)
In [20]:
archive['name'].value_counts().sort_values(ascending=False)
Out[20]:
None 745 a 55 Charlie 12 Cooper 11 Lucy 11 Oliver 11 Tucker 10 Penny 10 Lola 10 Winston 9 Bo 9 Sadie 8 the 8 Toby 7 an 7 Bailey 7 Buddy 7 Daisy 7 Dave 6 Milo 6 Jax 6 Scout 6 Jack 6 Koda 6 Bella 6 Rusty 6 Stanley 6 Oscar 6 Leo 6 Bentley 5 Larry 5 George 5 Finn 5 Oakley 5 very 5 Phil 5 Sunny 5 Chester 5 Gus 5 Sammy 5 Louis 5 Alfie 5 one 4 Sophie 4 Sampson 4 Boomer 4 Winnie 4 Gary 4 Archie 4 Jeffrey 4 Gerald 4 Moose 4 Cassie 4 Maximus 4 Bear 4 Bruce 4 Beau 4 Derek 4 Shadow 4 Brody 4 just 4 quite 4 Chip 4 Reginald 4 Clark 4 Loki 4 Walter 4 Reggie 4 Hank 4 Scooter 4 Duke 4 Clarence 4 Maggie 4 Luna 4 Maddie 4 Dexter 4 Jerry 4 Carl 4 Ruby 4 Riley 4 Sebastian 3 Arnie 3 Klevin 3 Zoey 3 Ellie 3 Zeke 3 Wilson 3 Calvin 3 Mia 3 Wallace 3 Lorenzo 3 Malcolm 3 Frankie 3 Samson 3 Paisley 3 Steven 3 Gizmo 3 Ted 3 Max 3 Jimothy 3 Rosie 3 Reese 3 Rory 3 Waffles 3 Earl 3 Nala 3 Louie 3 Otis 3 Doug 3 Colby 3 Wyatt 3 Lily 3 Coco 3 Kyle 3 Olive 3 Peaches 3 Vincent 3 Eve 2 Chompsky 2 Rufus 2 Jiminy 2 Griffin 2 Rocco 2 Albert 2 Patrick 2 Kreg 2 Odie 2 Luca 2 Lennon 2 Cupcake 2 Emmy 2 Ken 2 Pipsy 2 Nelly 2 Rubio 2 Ava 2 Watson 2 Frank 2 Carly 2 Fred 2 Penelope 2 Finley 2 Solomon 2 Hurley 2 Bell 2 Dash 2 Linda 2 Chipson 2 Harper 2 Kenny 2 Sandy 2 Lincoln 2 Terrance 2 Jackson 2 Kirby 2 Lou 2 Jeph 2 Piper 2 Hammond 2 Ash 2 Kyro 2 not 2 Romeo 2 Harold 2 Astrid 2 Gidget 2 Cody 2 Dawn 2 Sierra 2 Cash 2 Pickles 2 Kevin 2 Eli 2 Gabe 2 Balto 2 Pablo 2 Franklin 2 Jimison 2 Hercules 2 Canela 2 Mattie 2 Roosevelt 2 Bungalo 2 Jamesy 2 Aspen 2 Indie 2 Stephan 2 Jesse 2 Elliot 2 Logan 2 Moreton 2 Klein 2 Fiona 2 Yogi 2 Benedict 2 Alice 2 Lilly 2 Churlie 2 Hobbes 2 Trooper 2 Belle 2 Quinn 2 Neptune 2 Albus 2 Fizz 2 Keith 2 Gromit 2 Olivia 2 Timison 2 Paull 2 Titan 2 Levi 2 Layla 2 Stubert 2 Rizzy 2 Baloo 2 Betty 2 Herschel 2 Butter 2 Mister 2 Lenny 2 Doc 2 Juno 2 Anakin 2 Bernie 2 Marley 2 Phineas 2 Davey 2 Oshie 2 Meyer 2 Rocky 2 Dakota 2 Benji 2 Philbert 2 Django 2 Sansa 2 Moe 2 Misty 2 Herm 2 Cali 2 Kenneth 2 Chelsea 2 Happy 2 Ollie 2 Leela 2 Sam 2 Hunter 2 Seamus 2 Tyrone 2 Atlas 2 Nollie 2 Tyr 2 Blitz 2 Remington 2 Chuckles 2 Thumas 2 Curtis 2 Calbert 2 Chet 2 Bubbles 2 Coops 2 Ozzy 2 Smokey 2 Flávio 2 CeCe 2 Pippa 2 Panda 2 Bob 2 Sarge 2 Keurig 2 Baxter 2 Raymond 2 Atticus 2 Bisquick 2 Abby 2 Axel 2 Kilo 2 Kreggory 2 Terry 2 Phred 2 Crystal 2 Charles 2 Herald 2 Theodore 2 Maxaroni 2 getting 2 Brad 2 Opal 2 mad 2 Oliviér 2 actually 2 Shaggy 2 Wally 2 Percy 2 Sugar 2 Noah 1 Jordy 1 Grizzwald 1 Alfy 1 Koko 1 Rey 1 Duddles 1 Snoopy 1 Shikha 1 Milky 1 Thor 1 Mookie 1 Jarvis 1 Mimosa 1 Brady 1 Margo 1 Tycho 1 Monty 1 Maisey 1 Stuart 1 Aja 1 Jimbo 1 Lili 1 Arlo 1 Meatball 1 Zooey 1 Jersey 1 Burt 1 Venti 1 Dante 1 Orion 1 Roscoe 1 Darla 1 Bruno 1 Jim 1 Ralphus 1 such 1 Maya 1 Mingus 1 Sojourner 1 Benny 1 Meera 1 Callie 1 Sailor 1 Iggy 1 Snoop 1 Noosh 1 Odin 1 Georgie 1 Rontu 1 Cannon 1 Ralphy 1 Stella 1 Jiminus 1 Lillie 1 Coleman 1 Enchilada 1 all 1 Clifford 1 Rueben 1 General 1 Wiggles 1 Jarod 1 Willow 1 Tobi 1 Sunshine 1 Lipton 1 Gabby 1 Bronte 1 Poppy 1 Rhino 1 Vixen 1 Rumpole 1 Barney 1 Tuck 1 Furzey 1 Cermet 1 Marlee 1 Arya 1 Einstein 1 Dewey 1 Sky 1 Ginger 1 Ralphie 1 Pawnd 1 Pilot 1 Ike 1 Mo 1 Akumi 1 Alf 1 Chubbs 1 Dobby 1 Sobe 1 Longfellow 1 Iroh 1 Pancake 1 Snicku 1 Mack 1 Nimbus 1 Laika 1 Maude 1 Cupid 1 Boots 1 Rumble 1 Kona 1 Karll 1 Dudley 1 Comet 1 Harlso 1 Crawford 1 Smiley 1 Sailer 1 Emanuel 1 Kuyu 1 Dutch 1 Pete 1 Mutt 1 Doobert 1 Beebop 1 Alexander 1 Brutus 1 Sweet 1 Newt 1 Nida 1 Robin 1 Monster 1 Major 1 Shooter 1 Diogi 1 Sonny 1 Severus 1 Miguel 1 Eevee 1 Brownie 1 Napolean 1 Goose 1 Nugget 1 Jed 1 Monkey 1 Harry 1 Kody 1 Lassie 1 Rover 1 incredibly 1 Ito 1 Pavlov 1 Ronnie 1 BeBe 1 Remus 1 Mabel 1 Mosby 1 Chef 1 Mauve 1 Bones 1 Eleanor 1 Craig 1 Baron 1 Bauer 1 Swagger 1 Brandi 1 Mary 1 Halo 1 Augie 1 Cilantro 1 Gilbert 1 Sprout 1 Rizzo 1 Dallas 1 Hero 1 Stormy 1 Mairi 1 Loomis 1 Deacon 1 Blue 1 Timmy 1 Combo 1 Jay 1 Mya 1 Strider 1 Wesley 1 Huck 1 O 1 Shelby 1 Sephie 1 Pinot 1 Dale 1 Dixie 1 Godi 1 Carbon 1 DonDon 1 Chevy 1 Tito 1 Brudge 1 Heinrich 1 Shadoe 1 Angel 1 Brat 1 Tove 1 my 1 Aubie 1 Kota 1 Glenn 1 Shakespeare 1 Sprinkles 1 Stark 1 Bonaparte 1 Tilly 1 Spanky 1 Jameson 1 Rose 1 Theo 1 Fido 1 Emma 1 Spencer 1 Lilli 1 Boston 1 Brandonald 1 Corey 1 Leonard 1 Beckham 1 Devón 1 Gert 1 Dex 1 Ace 1 Tayzie 1 Grizzie 1 Timber 1 Zoe 1 Stewie 1 Wishes 1 Blu 1 Dietrich 1 Divine 1 Tripp 1 his 1 Cora 1 Bookstore 1 Linus 1 Lilah 1 Shiloh 1 Gustav 1 Arlen 1 Lenox 1 Harvey 1 Blanket 1 Geno 1 Al 1 Willem 1 Bloop 1 Storkson 1 Chadrick 1 Buckley 1 Stefan 1 Livvie 1 Hermione 1 Ralpher 1 Aldrick 1 this 1 unacceptable 1 Rooney 1 Ziva 1 Harnold 1 Sid 1 Carper 1 Vince 1 Sora 1 Beemo 1 Remy 1 Bayley 1 Grey 1 Simba 1 Ashleigh 1 Puff 1 Luther 1 Ivar 1 Jangle 1 Schnitzel 1 Berkeley 1 Ralphé 1 Charleson 1 Clyde 1 Flurpson 1 Pupcasso 1 Kayla 1 Kellogg 1 Aqua 1 Chase 1 Rorie 1 Gunner 1 infuriating 1 Lacy 1 Tater 1 Ebby 1 Link 1 Jennifur 1 Bluebert 1 Stephanus 1 old 1 Zeus 1 Bertson 1 Nico 1 Michelangelope 1 Siba 1 Travis 1 Kanu 1 Edmund 1 Beya 1 Tonks 1 Rupert 1 Skittle 1 Barclay 1 Suki 1 Malikai 1 Olaf 1 Cecil 1 Karma 1 Bowie 1 Billy 1 Walker 1 Rodney 1 Bobble 1 Alexanderson 1 River 1 Jebberson 1 Farfle 1 Staniel 1 Kane 1 Opie 1 Lance 1 Binky 1 Gin 1 Chloe 1 Fwed 1 Claude 1 Filup 1 Kobe 1 Durg 1 Vinscent 1 Hazel 1 Lolo 1 Eriq 1 Erik 1 Rudy 1 Rambo 1 Cleopatricia 1 Oddie 1 Socks 1 Maxwell 1 Ralphson 1 Keet 1 Cuddles 1 Hall 1 Bradlay 1 Crouton 1 Brian 1 Yoda 1 Coopson 1 Carter 1 Dook 1 Grady 1 Jessiga 1 Eazy 1 Murphy 1 Kaia 1 Fillup 1 Miley 1 Daniel 1 Philippe 1 Charl 1 Reagan 1 Yukon 1 Geoff 1 Covach 1 Lucia 1 Cedrick 1 Lulu 1 Finnegus 1 Henry 1 Bobbay 1 Mitch 1 Creg 1 Antony 1 Trigger 1 Kaiya 1 Acro 1 Mason 1 Arnold 1 Andy 1 Aiden 1 Sage 1 Obie 1 Amy 1 Patch 1 Bobb 1 Molly 1 Tedrick 1 Stu 1 Bilbo 1 Fiji 1 Rilo 1 Freddery 1 Bodie 1 Dunkin 1 Tupawc 1 Brandy 1 Clybe 1 Amber 1 Edgar 1 Teddy 1 Kingsley 1 Brockly 1 Richie 1 Colin 1 Berb 1 Dot 1 Ron 1 Lucky 1 Terrenth 1 Trip 1 Gordon 1 Jareld 1 Bode 1 DayZ 1 Jo 1 Hamrick 1 Gòrdón 1 Barry 1 Horace 1 Timofy 1 Kulet 1 Perry 1 Bobby 1 Winifred 1 Torque 1 Carll 1 Kial 1 Ricky 1 Dotsy 1 Marvin 1 Lizzie 1 Kallie 1 Ember 1 Frönq 1 Blakely 1 Jockson 1 Ambrose 1 Jomathan 1 Marq 1 Kramer 1 Maks 1 Derby 1 Pubert 1 Spark 1 Ferg 1 Obi 1 Kevon 1 Tino 1 Sweets 1 Brooks 1 Petrick 1 Hubertson 1 Hanz 1 Kara 1 Skittles 1 Chesterson 1 Biden 1 Naphaniel 1 Ole 1 Pherb 1 Blipson 1 Genevieve 1 Reptar 1 Trevith 1 Joshwa 1 Millie 1 Marty 1 Gerbald 1 Lorelei 1 Katie 1 Bruiser 1 Lupe 1 Tiger 1 Lugan 1 Kathmandu 1 Banditt 1 Banjo 1 Oreo 1 Zeek 1 Mona 1 Adele 1 Fynn 1 Zara 1 Crimson 1 Birf 1 Josep 1 Jett 1 Shnuggles 1 Tebow 1 Champ 1 Saydee 1 Dwight 1 Billl 1 Humphrey 1 Tommy 1 Juckson 1 Liam 1 Randall 1 Chuq 1 Tyrus 1 Karl 1 Godzilla 1 Fabio 1 Vinnie 1 Sandra 1 Bert 1 Striker 1 Chaz 1 Jeremy 1 Mike 1 Chuck 1 Samsom 1 Harrison 1 Griswold 1 Ozzie 1 Amélie 1 Taco 1 Joey 1 Ruffles 1 Lambeau 1 Todo 1 Tess 1 Ulysses 1 Toffee 1 Apollo 1 Tuco 1 Jaycob 1 Glacier 1 Donny 1 Butters 1 Pepper 1 Nigel 1 Izzy 1 Asher 1 Huxley 1 Clarkus 1 Autumn 1 Sundance 1 Flash 1 Howie 1 Jazzy 1 Anna 1 Wafer 1 Tom 1 Florence 1 Dido 1 Duchess 1 Eugene 1 Strudel 1 Raphael 1 Jessifer 1 Crumpet 1 Kollin 1 Tassy 1 Ben 1 Evy 1 Ralph 1 officially 1 Rascal 1 Ronduh 1 Skye 1 Jerome 1 Shawwn 1 Kloey 1 Andru 1 Tug 1 Tango 1 Julio 1 Grizz 1 William 1 Rinna 1 life 1 Kendall 1 Jeffri 1 Norman 1 Scott 1 Dylan 1 Taz 1 Darby 1 Jackie 1 light 1 Jazz 1 Franq 1 Pippin 1 Rolf 1 Batdog 1 Snickers 1 Ridley 1 Cal 1 Bradley 1 Holly 1 Rodman 1 Dug 1 Jeb 1 Chesney 1 Traviss 1 Jonah 1 Damon 1 Herb 1 Willy 1 Mollie 1 Edd 1 Laela 1 Bloo 1 Pluto 1 Ester 1 Danny 1 Tedders 1 Jeffrie 1 Superpup 1 Rufio 1 Bubba 1 Mojo 1 Caryl 1 Leonidas 1 Buddah 1 Darrel 1 Kirk 1 Cheesy 1 Moofasa 1 Jaspers 1 Hector 1 Goliath 1 Clarq 1 Kawhi 1 Ralf 1 by 1 Peanut 1 Sully 1 Emmie 1 Tessa 1 Willie 1 Zuzu 1 Mark 1 Ed 1 Tanner 1 Steve 1 space 1 Mac 1 Fletcher 1 Anthony 1 Kenzie 1 Sparky 1 Pumpkin 1 JD 1 Julius 1 Schnozz 1 Gustaf 1 Pip 1 Scruffers 1 Cheryl 1 Alejandro 1 Christoper 1 Name: name, dtype: int64
Some of the names like 'a','an','the','o' are not valid names and there's presence of missing names as well
Consistency
In [21]:
images.sample(5)
Out[21]:
| tweet_id | jpg_url | img_num | p1 | p1_conf | p1_dog | p2 | p2_conf | p2_dog | p3 | p3_conf | p3_dog | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1126 | 727524757080539137 | https://pbs.twimg.com/media/Chiv6BAW4AAiQvH.jpg | 2 | Pomeranian | 0.958834 | True | Chihuahua | 0.024099 | True | chow | 0.003941 | True |
| 1562 | 793500921481273345 | https://pbs.twimg.com/media/CwMU34YWIAAz1nU.jpg | 2 | golden_retriever | 0.326122 | True | Labrador_retriever | 0.219904 | True | Chesapeake_Bay_retriever | 0.163366 | True |
| 372 | 672984142909456390 | https://pbs.twimg.com/media/CVbrcZyVAAA5Wpq.jpg | 1 | wombat | 0.738780 | False | beaver | 0.133368 | False | wallaby | 0.032370 | False |
| 329 | 672082170312290304 | https://pbs.twimg.com/media/CVO3KodXAAAj1de.jpg | 1 | hamster | 0.132440 | False | toy_poodle | 0.123962 | True | bubble | 0.056212 | False |
| 1801 | 831939777352105988 | https://pbs.twimg.com/media/C4uk0EWWQAAaZm1.jpg | 1 | Pomeranian | 0.153862 | True | marmot | 0.091234 | False | grey_fox | 0.090644 | False |
The naming of the columns is not easily interpreted i.e p1 could be renamed to name to bring a more granular meaning towards the name.
In [22]:
images.dtypes
Out[22]:
tweet_id int64 jpg_url object img_num int64 p1 object p1_conf float64 p1_dog bool p2 object p2_conf float64 p2_dog bool p3 object p3_conf float64 p3_dog bool dtype: object
tweet_id should be converted to a string object
In [23]:
tweets.dtypes
Out[23]:
created_at datetime64[ns, UTC] id int64 id_str int64 full_text object truncated bool display_text_range object entities object extended_entities object source object in_reply_to_status_id float64 in_reply_to_status_id_str float64 in_reply_to_user_id float64 in_reply_to_user_id_str float64 in_reply_to_screen_name object user object geo float64 coordinates float64 place object contributors float64 is_quote_status bool retweet_count int64 favorite_count int64 favorited bool retweeted bool possibly_sensitive float64 possibly_sensitive_appealable float64 lang object retweeted_status object quoted_status_id float64 quoted_status_id_str float64 quoted_status object dtype: object
tweet_id should be converted to string obect,timestamp to datetime object
In [24]:
archive['doggo'].value_counts()
Out[24]:
None 2259 doggo 97 Name: doggo, dtype: int64
In [25]:
archive.dtypes
Out[25]:
tweet_id int64 in_reply_to_status_id float64 in_reply_to_user_id float64 timestamp object source object text object retweeted_status_id float64 retweeted_status_user_id float64 retweeted_status_timestamp object expanded_urls object rating_numerator int64 rating_denominator int64 name object doggo object floofer object pupper object puppo object dtype: object
In [26]:
archive.rating_numerator.value_counts()
Out[26]:
12 558 11 464 10 461 13 351 9 158 8 102 7 55 14 54 5 37 6 32 3 19 4 17 2 9 1 9 75 2 15 2 420 2 0 2 80 1 144 1 17 1 26 1 20 1 121 1 143 1 44 1 60 1 45 1 50 1 99 1 204 1 1776 1 165 1 666 1 27 1 182 1 24 1 960 1 84 1 88 1 Name: rating_numerator, dtype: int64
In [27]:
archive.rating_denominator.value_counts()
Out[27]:
10 2333 11 3 50 3 20 2 80 2 70 1 7 1 15 1 150 1 170 1 0 1 90 1 40 1 130 1 110 1 16 1 120 1 2 1 Name: rating_denominator, dtype: int64
In [28]:
images['p1'].value_counts()
Out[28]:
golden_retriever 150 Labrador_retriever 100 Pembroke 89 Chihuahua 83 pug 57 chow 44 Samoyed 43 toy_poodle 39 Pomeranian 38 cocker_spaniel 30 malamute 30 French_bulldog 26 miniature_pinscher 23 Chesapeake_Bay_retriever 23 seat_belt 22 Siberian_husky 20 German_shepherd 20 Staffordshire_bullterrier 20 Cardigan 19 web_site 19 Eskimo_dog 18 Maltese_dog 18 Shetland_sheepdog 18 teddy 18 beagle 18 Lakeland_terrier 17 Rottweiler 17 Shih-Tzu 17 Italian_greyhound 16 kuvasz 16 West_Highland_white_terrier 14 Great_Pyrenees 14 American_Staffordshire_terrier 13 basset 13 Pekinese 13 dalmatian 13 vizsla 13 Airedale 12 Border_collie 12 Old_English_sheepdog 12 kelpie 11 Blenheim_spaniel 11 soft-coated_wheaten_terrier 11 schipperke 10 Bernese_mountain_dog 10 English_springer 10 collie 10 boxer 10 whippet 9 dingo 9 malinois 9 Great_Dane 9 borzoi 9 tennis_ball 9 Boston_bull 9 flat-coated_retriever 8 standard_poodle 8 Yorkshire_terrier 8 doormat 8 Norwegian_elkhound 8 Doberman 8 papillon 8 miniature_poodle 8 English_setter 8 Siamese_cat 7 Border_terrier 7 bath_towel 7 basenji 7 German_short-haired_pointer 7 tub 7 hamster 7 swing 7 bloodhound 7 Norfolk_terrier 7 Brittany_spaniel 7 Saint_Bernard 7 home_theater 6 llama 6 ice_bear 6 Irish_terrier 6 Irish_setter 6 car_mirror 6 Dandie_Dinmont 6 redbone 6 porcupine 5 shopping_cart 5 Tibetan_mastiff 5 Walker_hound 5 bull_mastiff 5 Lhasa 5 ox 5 minivan 5 Bedlington_terrier 5 hippopotamus 5 Newfoundland 5 brown_bear 4 hog 4 bow_tie 4 keeshond 4 wombat 4 Norwich_terrier 4 jigsaw_puzzle 4 barrow 4 miniature_schnauzer 4 Rhodesian_ridgeback 4 Arctic_fox 4 patio 4 Mexican_hairless 4 bluetick 4 Gordon_setter 4 Afghan_hound 4 Saluki 4 bathtub 4 Weimaraner 4 guinea_pig 4 Tibetan_terrier 4 goose 4 balloon 3 muzzle 3 briard 3 prison 3 wood_rabbit 3 mousetrap 3 Greater_Swiss_Mountain_dog 3 refrigerator 3 sea_lion 3 toilet_tissue 3 stone_wall 3 white_wolf 3 Leonberg 3 motor_scooter 3 space_heater 3 ram 3 cowboy_hat 3 Irish_water_spaniel 3 Scottish_deerhound 3 dishwasher 3 Welsh_springer_spaniel 3 vacuum 3 triceratops 3 Christmas_stocking 3 komondor 3 ski_mask 3 common_iguana 3 washbasin 3 curly-coated_retriever 3 Arabian_camel 3 cairn 3 window_shade 3 Ibizan_hound 3 jack-o'-lantern 3 comic_book 3 seashore 3 Brabancon_griffon 3 giant_schnauzer 3 gas_pump 2 jellyfish 2 shower_curtain 2 lakeside 2 black-and-tan_coonhound 2 tusker 2 bustard 2 acorn_squash 2 hen 2 paper_towel 2 koala 2 bubble 2 leatherback_turtle 2 Angora 2 wire-haired_fox_terrier 2 cash_machine 2 wallaby 2 paddle 2 frilled_lizard 2 street_sign 2 toyshop 2 dough 2 upright 2 birdhouse 2 tabby 2 axolotl 2 snorkel 2 dogsled 2 hermit_crab 2 snail 2 Australian_terrier 2 hyena 2 meerkat 2 toy_terrier 2 geyser 2 feather_boa 2 Loafer 2 Appenzeller 2 weasel 2 chimpanzee 2 laptop 2 badger 2 sorrel 2 Sussex_spaniel 2 wool 2 ostrich 2 box_turtle 2 gondola 2 tiger_shark 1 bib 1 binoculars 1 sulphur-crested_cockatoo 1 coil 1 agama 1 wild_boar 1 traffic_light 1 hotdog 1 handkerchief 1 espresso 1 cup 1 bonnet 1 polecat 1 alp 1 coho 1 hammer 1 studio_couch 1 cliff 1 timber_wolf 1 nail 1 lawn_mower 1 three-toed_sloth 1 sunglasses 1 desktop_computer 1 rapeseed 1 hand_blower 1 peacock 1 American_black_bear 1 loupe 1 school_bus 1 cowboy_boot 1 jersey 1 wooden_spoon 1 leopard 1 mortarboard 1 teapot 1 military_uniform 1 washer 1 coffee_mug 1 fountain 1 pencil_box 1 barbell 1 grille 1 revolver 1 envelope 1 syringe 1 marmot 1 pole 1 basketball 1 tricycle 1 convertible 1 limousine 1 restaurant 1 shield 1 rotisserie 1 bookcase 1 conch 1 skunk 1 bookshop 1 radio_telescope 1 cougar 1 African_grey 1 coral_reef 1 lion 1 maillot 1 Madagascar_cat 1 Egyptian_cat 1 silky_terrier 1 giant_panda 1 long-horned_beetle 1 clumber 1 sundial 1 padlock 1 pool_table 1 quilt 1 beach_wagon 1 remote_control 1 bakery 1 pedestal 1 four-poster 1 cheeseburger 1 otter 1 suit 1 killer_whale 1 terrapin 1 cuirass 1 microwave 1 starfish 1 sandbar 1 leaf_beetle 1 lynx 1 water_bottle 1 toilet_seat 1 shopping_basket 1 robin 1 crash_helmet 1 slug 1 soccer_ball 1 African_crocodile 1 tick 1 ocarina 1 bearskin 1 bow 1 carton 1 candle 1 bee_eater 1 china_cabinet 1 banana 1 dhole 1 sea_urchin 1 lacewing 1 ping-pong_ball 1 platypus 1 scorpion 1 flamingo 1 microphone 1 mud_turtle 1 pitcher 1 African_hunting_dog 1 boathouse 1 picket_fence 1 pot 1 zebra 1 piggy_bank 1 park_bench 1 prayer_rug 1 stove 1 king_penguin 1 tailed_frog 1 snowmobile 1 ibex 1 electric_fan 1 sliding_door 1 damselfly 1 hare 1 fiddler_crab 1 bannister 1 crane 1 Scotch_terrier 1 bighorn 1 standard_schnauzer 1 bison 1 ice_lolly 1 hay 1 dining_table 1 groenendael 1 beaver 1 swab 1 grey_fox 1 hummingbird 1 clog 1 fire_engine 1 minibus 1 cheetah 1 walking_stick 1 canoe 1 trombone 1 book_jacket 1 rain_barrel 1 black-footed_ferret 1 guenon 1 Japanese_spaniel 1 water_buffalo 1 maze 1 harp 1 panpipe 1 mailbox 1 EntleBucher 1 earthstar 1 pillow 1 carousel 1 bald_eagle 1 lorikeet 1 orange 1 Name: p1, dtype: int64
In [29]:
images['p2'].value_counts()
Out[29]:
Labrador_retriever 104 golden_retriever 92 Cardigan 73 Chihuahua 44 Pomeranian 42 Chesapeake_Bay_retriever 41 French_bulldog 41 toy_poodle 37 cocker_spaniel 34 miniature_poodle 33 Siberian_husky 33 beagle 28 Pembroke 27 Eskimo_dog 27 collie 27 kuvasz 26 Italian_greyhound 22 American_Staffordshire_terrier 21 Pekinese 21 chow 20 Samoyed 20 toy_terrier 20 malinois 20 miniature_pinscher 20 Norwegian_elkhound 19 Boston_bull 19 Staffordshire_bullterrier 18 pug 17 Irish_terrier 17 kelpie 16 Shih-Tzu 16 basset 15 whippet 15 Tibetan_mastiff 15 Great_Pyrenees 14 bull_mastiff 14 German_shepherd 14 boxer 13 Shetland_sheepdog 13 malamute 13 West_Highland_white_terrier 13 soft-coated_wheaten_terrier 12 black-and-tan_coonhound 12 Border_collie 12 redbone 12 doormat 12 seat_belt 12 Irish_setter 11 borzoi 11 Lhasa 11 teddy 11 groenendael 10 English_springer 10 Siamese_cat 10 Brabancon_griffon 10 Maltese_dog 9 Welsh_springer_spaniel 9 Lakeland_terrier 9 ice_bear 9 Tibetan_terrier 8 standard_poodle 8 Great_Dane 8 papillon 8 Brittany_spaniel 8 schipperke 8 Rhodesian_ridgeback 8 Rottweiler 8 English_setter 7 flat-coated_retriever 7 German_short-haired_pointer 7 Ibizan_hound 7 Airedale 7 Newfoundland 7 vizsla 7 Sussex_spaniel 6 Norfolk_terrier 6 llama 6 Walker_hound 6 Old_English_sheepdog 6 Doberman 6 bathtub 6 bath_towel 6 bloodhound 6 silky_terrier 6 hamster 6 guinea_pig 6 keeshond 6 Saint_Bernard 6 basenji 6 Greater_Swiss_Mountain_dog 6 bluetick 6 Yorkshire_terrier 5 Afghan_hound 5 tub 5 Leonberg 5 Norwich_terrier 5 Bedlington_terrier 5 sunglasses 5 cairn 4 Mexican_hairless 4 koala 4 dalmatian 4 studio_couch 4 Dandie_Dinmont 4 Angora 4 wire-haired_fox_terrier 4 muzzle 4 Saluki 4 Blenheim_spaniel 4 weasel 4 otterhound 4 hog 4 ram 4 Arabian_camel 4 Border_terrier 4 Arctic_fox 4 window_screen 4 briard 4 dishwasher 4 sea_lion 4 mink 4 badger 4 skunk 4 Irish_wolfhound 3 shopping_basket 3 swab 3 beach_wagon 3 fountain 3 monitor 3 Christmas_stocking 3 cash_machine 3 American_black_bear 3 tennis_ball 3 black-footed_ferret 3 meerkat 3 carton 3 feather_boa 3 Indian_elephant 3 oscilloscope 3 dingo 3 Appenzeller 3 fur_coat 3 miniature_schnauzer 3 paddle 3 hen 3 Weimaraner 3 toilet_seat 3 envelope 3 lakeside 3 sleeping_bag 2 prison 2 crossword_puzzle 2 toyshop 2 Scotch_terrier 2 jaguar 2 beaver 2 quilt 2 rhinoceros_beetle 2 black_widow 2 warthog 2 goldfish 2 rotisserie 2 jean 2 curly-coated_retriever 2 bow_tie 2 marmot 2 cup 2 loggerhead 2 harvester 2 wallet 2 gibbon 2 radiator 2 macaque 2 barrel 2 bakery 2 great_white_shark 2 mongoose 2 four-poster 2 sports_car 2 punching_bag 2 house_finch 2 swing 2 American_alligator 2 palace 2 binoculars 2 quill 2 tow_truck 2 plow 2 bighorn 2 tailed_frog 2 orange 2 cock 2 English_foxhound 2 hare 2 dhole 2 Sealyham_terrier 2 tabby 2 bison 2 Persian_cat 2 pillow 2 Australian_terrier 2 corn 2 chain_saw 2 minivan 2 mask 2 slug 2 ox 2 giant_schnauzer 2 entertainment_center 2 terrapin 2 wig 2 prayer_rug 2 frilled_lizard 2 gorilla 2 dugong 1 laptop 1 volcano 1 timber_wolf 1 crutch 1 drake 1 armadillo 1 barbershop 1 shovel 1 African_hunting_dog 1 printer 1 sunglass 1 standard_schnauzer 1 lesser_panda 1 spotlight 1 grey_whale 1 comic_book 1 sock 1 handkerchief 1 sombrero 1 coffee_mug 1 screw 1 minibus 1 hatchet 1 window_shade 1 lawn_mower 1 washbasin 1 hummingbird 1 Windsor_tie 1 patio 1 china_cabinet 1 chain_mail 1 breakwater 1 computer_keyboard 1 goose 1 confectionery 1 solar_dish 1 table_lamp 1 bathing_cap 1 cliff 1 dam 1 bucket 1 jigsaw_puzzle 1 sweatshirt 1 white_wolf 1 sliding_door 1 academic_gown 1 cowboy_hat 1 can_opener 1 mud_turtle 1 rule 1 soccer_ball 1 racket 1 killer_whale 1 menu 1 purse 1 Bernese_mountain_dog 1 dumbbell 1 projectile 1 dock 1 oxygen_mask 1 sandbar 1 umbrella 1 shower_cap 1 snorkel 1 cab 1 shower_curtain 1 komondor 1 canoe 1 Madagascar_cat 1 boathouse 1 giant_panda 1 maillot 1 iPod 1 hand-held_computer 1 barracouta 1 necklace 1 dining_table 1 otter 1 cradle 1 sea_urchin 1 cougar 1 EntleBucher 1 basketball 1 lighter 1 saltshaker 1 desk 1 television 1 web_site 1 wallaby 1 banded_gecko 1 Gila_monster 1 folding_chair 1 sulphur_butterfly 1 space_heater 1 mailbox 1 home_theater 1 sandal 1 leafhopper 1 siamang 1 water_buffalo 1 polecat 1 Japanese_spaniel 1 trench_coat 1 cowboy_boot 1 indri 1 junco 1 crib 1 European_gallinule 1 snowmobile 1 streetcar 1 cardigan 1 bannister 1 hair_slide 1 porcupine 1 sarong 1 promontory 1 nail 1 tarantula 1 shopping_cart 1 cockroach 1 lifeboat 1 toucan 1 stingray 1 bobsled 1 platypus 1 brown_bear 1 water_bottle 1 tick 1 snail 1 tiger 1 rain_barrel 1 ashcan 1 wood_rabbit 1 accordion 1 bearskin 1 Kerry_blue_terrier 1 ice_lolly 1 coral_fungus 1 mosquito_net 1 cannon 1 spotted_salamander 1 birdhouse 1 affenpinscher 1 mashed_potato 1 moped 1 hyena 1 seashore 1 coral_reef 1 knee_pad 1 neck_brace 1 grey_fox 1 toaster 1 pelican 1 bow 1 spatula 1 paper_towel 1 shoji 1 hamper 1 crate 1 peacock 1 tree_frog 1 wombat 1 turnstile 1 cornet 1 assault_rifle 1 red_fox 1 hay 1 pier 1 apron 1 cloak 1 tray 1 hair_spray 1 lampshade 1 rifle 1 chimpanzee 1 pickup 1 torch 1 breastplate 1 spindle 1 triceratops 1 police_van 1 stove 1 bib 1 common_newt 1 hotdog 1 medicine_chest 1 quail 1 horse_cart 1 waffle_iron 1 bagel 1 Name: p2, dtype: int64
In [30]:
images['p3'].value_counts()
Out[30]:
Labrador_retriever 79 Chihuahua 58 golden_retriever 48 Eskimo_dog 38 kelpie 35 kuvasz 34 Staffordshire_bullterrier 32 chow 32 beagle 31 cocker_spaniel 31 Pomeranian 29 toy_poodle 29 Pekinese 29 Chesapeake_Bay_retriever 27 Great_Pyrenees 27 Pembroke 27 French_bulldog 26 malamute 26 American_Staffordshire_terrier 24 pug 23 Cardigan 23 basenji 21 toy_terrier 20 bull_mastiff 20 Siberian_husky 19 Shetland_sheepdog 17 Boston_bull 17 Lakeland_terrier 16 boxer 16 doormat 16 seat_belt 15 German_shepherd 15 standard_poodle 15 dingo 15 Maltese_dog 14 miniature_pinscher 14 Tibetan_mastiff 14 collie 14 Saluki 14 West_Highland_white_terrier 13 Weimaraner 13 miniature_poodle 13 bloodhound 12 Norfolk_terrier 12 teddy 12 Siamese_cat 12 English_setter 12 soft-coated_wheaten_terrier 12 keeshond 12 Tibetan_terrier 12 Brittany_spaniel 11 Appenzeller 11 Irish_terrier 11 Italian_greyhound 11 Border_collie 11 Airedale 11 Norwegian_elkhound 11 papillon 11 Welsh_springer_spaniel 10 Rhodesian_ridgeback 10 white_wolf 10 Rottweiler 10 vizsla 10 Newfoundland 9 Shih-Tzu 9 curly-coated_retriever 9 whippet 9 Great_Dane 9 borzoi 8 Australian_terrier 8 Saint_Bernard 8 German_short-haired_pointer 8 Irish_setter 8 otterhound 7 redbone 7 English_springer 7 Samoyed 7 clumber 7 bathtub 7 basset 7 Old_English_sheepdog 7 toilet_tissue 7 Ibizan_hound 7 Doberman 7 Yorkshire_terrier 7 Brabancon_griffon 7 bluetick 6 cairn 6 English_foxhound 6 Border_terrier 6 Norwich_terrier 6 Lhasa 6 muzzle 6 ice_bear 6 EntleBucher 6 schipperke 6 bath_towel 5 black-footed_ferret 5 Persian_cat 5 Greater_Swiss_Mountain_dog 5 flat-coated_retriever 5 Arctic_fox 5 giant_schnauzer 5 water_buffalo 5 hog 5 Leonberg 5 dalmatian 5 tennis_ball 5 groenendael 5 sandbar 5 weasel 5 three-toed_sloth 4 Irish_water_spaniel 4 miniature_schnauzer 4 paper_towel 4 quilt 4 silky_terrier 4 television 4 ice_lolly 4 Japanese_spaniel 4 Afghan_hound 4 swing 4 Gordon_setter 4 Mexican_hairless 4 fur_coat 4 fountain 4 black-and-tan_coonhound 4 Dandie_Dinmont 4 sea_lion 4 malinois 4 wallaby 4 sombrero 4 bagel 3 sundial 3 Arabian_camel 3 crane 3 menu 3 macaque 3 purse 3 echidna 3 Scottish_deerhound 3 shower_curtain 3 wool 3 microwave 3 bookcase 3 polecat 3 limousine 3 printer 3 carton 3 umbrella 3 wire-haired_fox_terrier 3 hamster 3 koala 3 pillow 3 wood_rabbit 3 scuba_diver 3 sunglasses 3 gibbon 3 tub 3 box_turtle 3 guinea_pig 3 racket 3 bubble 3 ski_mask 3 Walker_hound 2 swab 2 bassinet 2 toilet_seat 2 lakeside 2 Sealyham_terrier 2 wreck 2 mousetrap 2 bucket 2 Bernese_mountain_dog 2 ram 2 brass 2 book_jacket 2 sliding_door 2 prison 2 king_penguin 2 dhole 2 washbasin 2 giant_panda 2 beaver 2 pizza 2 hippopotamus 2 feather_boa 2 lumbermill 2 refrigerator 2 paddlewheel 2 squirrel_monkey 2 shopping_basket 2 komondor 2 terrapin 2 French_loaf 2 Irish_wolfhound 2 snow_leopard 2 warthog 2 bolete 2 Angora 2 bathing_cap 2 Egyptian_cat 2 beacon 2 file 2 space_heater 2 wig 2 ashcan 2 minibus 2 leafhopper 2 common_iguana 2 mask 2 Bouvier_des_Flandres 2 shopping_cart 2 bison 2 poncho 2 convertible 2 mouse 2 jigsaw_puzzle 2 Blenheim_spaniel 2 hen 2 cougar 2 badger 2 Christmas_stocking 2 envelope 2 briard 2 agama 2 car_wheel 2 abaya 2 coyote 2 llama 2 titi 2 parachute 1 valley 1 coffeepot 1 consomme 1 can_opener 1 park_bench 1 mushroom 1 screen 1 barrow 1 paintbrush 1 mongoose 1 bonnet 1 neck_brace 1 cup 1 go-kart 1 spatula 1 padlock 1 cab 1 crossword_puzzle 1 chime 1 Indian_elephant 1 passenger_car 1 viaduct 1 American_black_bear 1 restaurant 1 otter 1 hand_blower 1 snorkel 1 rotisserie 1 bannister 1 desktop_computer 1 ballplayer 1 wok 1 nail 1 notebook 1 maraca 1 pool_table 1 entertainment_center 1 theater_curtain 1 barber_chair 1 orangutan 1 barbell 1 pier 1 Kerry_blue_terrier 1 cheetah 1 switch 1 chain 1 pop_bottle 1 soccer_ball 1 wombat 1 canoe 1 hatchet 1 rhinoceros_beetle 1 guillotine 1 standard_schnauzer 1 affenpinscher 1 bow 1 space_shuttle 1 grand_piano 1 rain_barrel 1 ibex 1 maze 1 mountain_tent 1 oxcart 1 traffic_light 1 buckeye 1 sunglass 1 croquet_ball 1 meerkat 1 tripod 1 rapeseed 1 grey_fox 1 conch 1 tiger_cat 1 boathouse 1 grocery_store 1 Sussex_spaniel 1 parallel_bars 1 golfcart 1 acorn 1 swimming_trunks 1 prairie_chicken 1 red_wolf 1 power_drill 1 snail 1 black_swan 1 cowboy_boot 1 gar 1 bib 1 steam_locomotive 1 chickadee 1 chimpanzee 1 hammerhead 1 sea_cucumber 1 seashore 1 nipple 1 moped 1 crayfish 1 great_grey_owl 1 pajama 1 shovel 1 plastic_bag 1 drumstick 1 quill 1 stinkhorn 1 Band_Aid 1 African_chameleon 1 African_grey 1 French_horn 1 jeep 1 oscilloscope 1 lampshade 1 panpipe 1 balance_beam 1 goldfish 1 jersey 1 bulletproof_vest 1 beach_wagon 1 plunger 1 wing 1 cardoon 1 window_screen 1 common_newt 1 gorilla 1 brown_bear 1 wolf_spider 1 Windsor_tie 1 European_fire_salamander 1 mitten 1 loupe 1 jaguar 1 lion 1 hand-held_computer 1 whiptail 1 rock_crab 1 hare 1 shoji 1 bell_cote 1 rifle 1 goose 1 pickup 1 bow_tie 1 pretzel 1 marmot 1 vacuum 1 shower_cap 1 dugong 1 eel 1 binder 1 bullfrog 1 soap_dispenser 1 wild_boar 1 cliff 1 coral_reef 1 toyshop 1 partridge 1 mink 1 screw 1 kimono 1 joystick 1 loggerhead 1 greenhouse 1 broccoli 1 green_lizard 1 triceratops 1 cloak 1 chest 1 mosquito_net 1 cuirass 1 zebra 1 wallet 1 electric_fan 1 ox 1 assault_rifle 1 axolotl 1 pot 1 banana 1 Name: p3, dtype: int64
At first glance the naming of the breeds is not consistent some are capitalized and have underscores in names.This shoud be rectified
Data Quality Issues
We have inconsistent naming format in the images dataset with the some dog names capitalised and the rest are in lowercase
We have duplicated expanded urls originating from retweets and one from an original tweet
We have missing data in the archive dataset with only 'Expanded URLS' and 'names' column worth deep diving into as the rest of the columns with missing data are insignificant.However we will not drop the missing names columns as the text column has some of the dog names and can be extracted for this.
We have inconsistent naming format in the images dataset with the some dog names capitalised and the rest are in lowercase
We have invalid dog names such as 'a' ,'the','o' and 'an' in the archive dataset
Inconsistent data types of datetime objects and tweet_ids should be converted to string objects
Prediction columns have inconsistent naming formats
Duplicated jpg_urls which should be removed
Convert NaN to None
Tidiness/Structural Issues
The three datasets should be combined into one
The columns doggo, floofer, pupper, puppo can be melted to form a single column to indicate the dog_stage
The text column in the archive contains pronouns which can be extracted to get the dog's gender
We can extract the dog breed from the prediction columns and melt into one
Remove unnecessary columns
Step 3:Cleaning Data¶
In this step we are are going to
- Define
- Code
- Test
But first lets make a copy of our original datasets
In [31]:
archive_clean=archive.copy()
tweets_clean=tweets.copy()
images_clean=images.copy()
Define
- Merge the datasets into one
Code
In [32]:
#Merging the datasets
tweets_clean['tweet_id']=tweets_clean['id']
master_df=pd.merge(pd.merge(archive_clean,tweets_clean,on='tweet_id'),images_clean,on='tweet_id')
Test
In [33]:
master_df.head()
Out[33]:
| tweet_id | in_reply_to_status_id_x | in_reply_to_user_id_x | timestamp | source_x | text | retweeted_status_id | retweeted_status_user_id | retweeted_status_timestamp | expanded_urls | ... | img_num | p1 | p1_conf | p1_dog | p2 | p2_conf | p2_dog | p3 | p3_conf | p3_dog | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 892420643555336193 | NaN | NaN | 2017-08-01 16:23:56 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Phineas. He's a mystical boy. Only eve... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/892420643... | ... | 1 | orange | 0.097049 | False | bagel | 0.085851 | False | banana | 0.076110 | False |
| 1 | 892177421306343426 | NaN | NaN | 2017-08-01 00:17:27 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Tilly. She's just checking pup on you.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/892177421... | ... | 1 | Chihuahua | 0.323581 | True | Pekinese | 0.090647 | True | papillon | 0.068957 | True |
| 2 | 891815181378084864 | NaN | NaN | 2017-07-31 00:18:03 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Archie. He is a rare Norwegian Pouncin... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891815181... | ... | 1 | Chihuahua | 0.716012 | True | malamute | 0.078253 | True | kelpie | 0.031379 | True |
| 3 | 891689557279858688 | NaN | NaN | 2017-07-30 15:58:51 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Darla. She commenced a snooze mid meal... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891689557... | ... | 1 | paper_towel | 0.170278 | False | Labrador_retriever | 0.168086 | True | spatula | 0.040836 | False |
| 4 | 891327558926688256 | NaN | NaN | 2017-07-29 16:00:24 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Franklin. He would like you to stop ca... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891327558... | ... | 2 | basset | 0.555712 | True | English_springer | 0.225770 | True | German_short-haired_pointer | 0.175219 | True |
5 rows × 59 columns
In [34]:
master_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 2073 entries, 0 to 2072 Data columns (total 59 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 tweet_id 2073 non-null int64 1 in_reply_to_status_id_x 23 non-null float64 2 in_reply_to_user_id_x 23 non-null float64 3 timestamp 2073 non-null object 4 source_x 2073 non-null object 5 text 2073 non-null object 6 retweeted_status_id 79 non-null float64 7 retweeted_status_user_id 79 non-null float64 8 retweeted_status_timestamp 79 non-null object 9 expanded_urls 2073 non-null object 10 rating_numerator 2073 non-null int64 11 rating_denominator 2073 non-null int64 12 name 2073 non-null object 13 doggo 2073 non-null object 14 floofer 2073 non-null object 15 pupper 2073 non-null object 16 puppo 2073 non-null object 17 created_at 2073 non-null datetime64[ns, UTC] 18 id 2073 non-null int64 19 id_str 2073 non-null int64 20 full_text 2073 non-null object 21 truncated 2073 non-null bool 22 display_text_range 2073 non-null object 23 entities 2073 non-null object 24 extended_entities 2073 non-null object 25 source_y 2073 non-null object 26 in_reply_to_status_id_y 23 non-null float64 27 in_reply_to_status_id_str 23 non-null float64 28 in_reply_to_user_id_y 23 non-null float64 29 in_reply_to_user_id_str 23 non-null float64 30 in_reply_to_screen_name 23 non-null object 31 user 2073 non-null object 32 geo 0 non-null float64 33 coordinates 0 non-null float64 34 place 1 non-null object 35 contributors 0 non-null float64 36 is_quote_status 2073 non-null bool 37 retweet_count 2073 non-null int64 38 favorite_count 2073 non-null int64 39 favorited 2073 non-null bool 40 retweeted 2073 non-null bool 41 possibly_sensitive 2073 non-null float64 42 possibly_sensitive_appealable 2073 non-null float64 43 lang 2073 non-null object 44 retweeted_status 79 non-null object 45 quoted_status_id 0 non-null float64 46 quoted_status_id_str 0 non-null float64 47 quoted_status 0 non-null object 48 jpg_url 2073 non-null object 49 img_num 2073 non-null int64 50 p1 2073 non-null object 51 p1_conf 2073 non-null float64 52 p1_dog 2073 non-null bool 53 p2 2073 non-null object 54 p2_conf 2073 non-null float64 55 p2_dog 2073 non-null bool 56 p3 2073 non-null object 57 p3_conf 2073 non-null float64 58 p3_dog 2073 non-null bool dtypes: bool(7), datetime64[ns, UTC](1), float64(18), int64(8), object(25) memory usage: 872.5+ KB
In [35]:
master_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 2073 entries, 0 to 2072 Data columns (total 59 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 tweet_id 2073 non-null int64 1 in_reply_to_status_id_x 23 non-null float64 2 in_reply_to_user_id_x 23 non-null float64 3 timestamp 2073 non-null object 4 source_x 2073 non-null object 5 text 2073 non-null object 6 retweeted_status_id 79 non-null float64 7 retweeted_status_user_id 79 non-null float64 8 retweeted_status_timestamp 79 non-null object 9 expanded_urls 2073 non-null object 10 rating_numerator 2073 non-null int64 11 rating_denominator 2073 non-null int64 12 name 2073 non-null object 13 doggo 2073 non-null object 14 floofer 2073 non-null object 15 pupper 2073 non-null object 16 puppo 2073 non-null object 17 created_at 2073 non-null datetime64[ns, UTC] 18 id 2073 non-null int64 19 id_str 2073 non-null int64 20 full_text 2073 non-null object 21 truncated 2073 non-null bool 22 display_text_range 2073 non-null object 23 entities 2073 non-null object 24 extended_entities 2073 non-null object 25 source_y 2073 non-null object 26 in_reply_to_status_id_y 23 non-null float64 27 in_reply_to_status_id_str 23 non-null float64 28 in_reply_to_user_id_y 23 non-null float64 29 in_reply_to_user_id_str 23 non-null float64 30 in_reply_to_screen_name 23 non-null object 31 user 2073 non-null object 32 geo 0 non-null float64 33 coordinates 0 non-null float64 34 place 1 non-null object 35 contributors 0 non-null float64 36 is_quote_status 2073 non-null bool 37 retweet_count 2073 non-null int64 38 favorite_count 2073 non-null int64 39 favorited 2073 non-null bool 40 retweeted 2073 non-null bool 41 possibly_sensitive 2073 non-null float64 42 possibly_sensitive_appealable 2073 non-null float64 43 lang 2073 non-null object 44 retweeted_status 79 non-null object 45 quoted_status_id 0 non-null float64 46 quoted_status_id_str 0 non-null float64 47 quoted_status 0 non-null object 48 jpg_url 2073 non-null object 49 img_num 2073 non-null int64 50 p1 2073 non-null object 51 p1_conf 2073 non-null float64 52 p1_dog 2073 non-null bool 53 p2 2073 non-null object 54 p2_conf 2073 non-null float64 55 p2_dog 2073 non-null bool 56 p3 2073 non-null object 57 p3_conf 2073 non-null float64 58 p3_dog 2073 non-null bool dtypes: bool(7), datetime64[ns, UTC](1), float64(18), int64(8), object(25) memory usage: 872.5+ KB
Define
- Removing duplicated data from the expanded_urls column
In [36]:
#Displaying the rows with duplicated urls
#Lets make a copy of the new dataframe
master_df_clean=master_df.copy()
master_df_clean['expanded_urls'].duplicated().sum()
Out[36]:
0
Merging the datasets removed the duplicated expanded_urls
Define
- Removing missing data from the expanded_urls column
Code
In [37]:
#Displaying rows with missing expanded_urls
master_df_clean[master_df_clean['expanded_urls'].isna()]
Out[37]:
| tweet_id | in_reply_to_status_id_x | in_reply_to_user_id_x | timestamp | source_x | text | retweeted_status_id | retweeted_status_user_id | retweeted_status_timestamp | expanded_urls | ... | img_num | p1 | p1_conf | p1_dog | p2 | p2_conf | p2_dog | p3 | p3_conf | p3_dog |
|---|
0 rows × 59 columns
Merging the datasets removed the missing expanded_urls
Define
- Change the dognames to a consistent format i.e to capitalize all names
Code
In [38]:
# Display dog names
master_df_clean['name'].value_counts()
Out[38]:
None 577 a 55 Charlie 11 Penny 10 Oliver 10 Tucker 10 Cooper 10 Lucy 10 Bo 8 Lola 8 Winston 8 Sadie 8 an 7 Daisy 7 Toby 7 the 7 Dave 6 Milo 6 Bella 6 Jax 6 Scout 6 Rusty 6 Stanley 6 Bailey 6 Koda 6 Leo 5 Oscar 5 Chester 5 Alfie 5 Louis 5 Buddy 5 Larry 5 Ruby 4 Walter 4 Maggie 4 Jerry 4 Oakley 4 Chip 4 Jack 4 very 4 Brody 4 just 4 Winnie 4 George 4 Bentley 4 Clark 4 Reggie 4 Bear 4 Dexter 4 Cassie 4 Finn 4 Loki 4 Gary 4 Scooter 4 Derek 4 Sophie 4 Bruce 4 Phil 4 Sunny 4 Clarence 4 Gus 4 Archie 4 Duke 4 one 4 Colby 3 Calvin 3 quite 3 Rosie 3 Louie 3 Kyle 3 Wyatt 3 Riley 3 Wallace 3 Peaches 3 Malcolm 3 Mia 3 Samson 3 Moose 3 Maximus 3 Wilson 3 Frankie 3 Sammy 3 Vincent 3 Sampson 3 Max 3 Hank 3 Lily 3 Paisley 3 Nala 3 Shadow 3 Steven 3 Otis 3 Sebastian 3 Waffles 3 Olive 3 Boomer 3 Gizmo 3 Jeffrey 3 Gerald 3 Zeke 3 Earl 3 Jimothy 3 Zoey 3 Ellie 3 Beau 3 Reese 3 Doc 2 Opal 2 Ollie 2 Brad 2 Herald 2 Cali 2 Phred 2 Lennon 2 Wally 2 Davey 2 Coops 2 Paull 2 Sansa 2 Django 2 Marley 2 Oliviér 2 Baxter 2 Stubert 2 CeCe 2 Mister 2 Bob 2 getting 2 Hammond 2 Penelope 2 Gabe 2 Jimison 2 Hercules 2 Luca 2 Churlie 2 Lenny 2 Bernie 2 Herm 2 Chelsea 2 Kenneth 2 Sandy 2 Linda 2 Kreg 2 Hunter 2 Patrick 2 Griffin 2 Betty 2 Jiminy 2 Titan 2 Olivia 2 Jeph 2 Atlas 2 Rocky 2 Tyr 2 Chet 2 Sam 2 Moe 2 Rizzy 2 Bisquick 2 Chompsky 2 Pippa 2 Jackson 2 Panda 2 Kirby 2 Lou 2 Rufus 2 Reginald 2 Sarge 2 Kreggory 2 Raymond 2 Crystal 2 Albert 2 Watson 2 Theodore 2 Rubio 2 Keith 2 Terry 2 Piper 2 Atticus 2 Axel 2 Abby 2 Percy 2 Kilo 2 Maxaroni 2 Doug 2 Charles 2 Dakota 2 Gromit 2 Roosevelt 2 Finley 2 Butter 2 Cupcake 2 Juno 2 Remington 2 Klevin 2 Benji 2 Misty 2 Happy 2 Chuckles 2 Frank 2 Lincoln 2 Rory 2 Thumas 2 Kenny 2 Harper 2 Chipson 2 Curtis 2 Dash 2 Calbert 2 Bubbles 2 Smokey 2 Bell 2 Flávio 2 Arnie 2 Solomon 2 Phineas 2 Sugar 2 Coco 2 Carl 2 Odie 2 Pickles 2 Lilly 2 Jesse 2 Fiona 2 Aspen 2 Hobbes 2 Cash 2 Lorenzo 2 Alice 2 Albus 2 Neptune 2 Moreton 2 Belle 2 Romeo 2 Ava 2 Eli 2 Ash 2 Astrid 2 Klein 2 Elliot 2 Yogi 2 Luna 2 Nelly 2 Benedict 2 Kevin 2 Stephan 2 Indie 2 Trooper 2 Ted 2 Ken 2 Cody 2 Franklin 2 Harold 2 Banjo 1 Kulet 1 Mingus 1 Roscoe 1 Tiger 1 Tino 1 Brandy 1 Lupe 1 Pilot 1 Bruiser 1 Obi 1 Brooks 1 Horace 1 Crimson 1 Birf 1 Maisey 1 Lorelei 1 Marty 1 Petrick 1 Jimbo 1 Hubertson 1 Gerbald 1 Oreo 1 Darrel 1 Perry 1 Bobby 1 Lulu 1 Apollo 1 Taco 1 officially 1 such 1 Willie 1 Rinna 1 Mike 1 William 1 Dwight 1 Evy 1 Hurley 1 Ralphus 1 by 1 Tug 1 Tango 1 Grizz 1 Jerome 1 Crumpet 1 Jessifer 1 Ralph 1 Jim 1 Emmie 1 Ozzy 1 Joey 1 Glacier 1 Maya 1 Canela 1 Todo 1 Tess 1 Ulysses 1 Toffee 1 Carly 1 Asher 1 Chuck 1 Kawhi 1 actually 1 Champ 1 Ozzie 1 Griswold 1 Cheesy 1 Moofasa 1 Hector 1 Goliath 1 Mona 1 Derby 1 Gordon 1 Fillup 1 Snoopy 1 Crouton 1 Daniel 1 Kaia 1 Murphy 1 Dotsy 1 Eazy 1 Duddles 1 Miley 1 Yoda 1 Charl 1 Reagan 1 Cuddles 1 Claude 1 Jessiga 1 Carter 1 Ole 1 Blipson 1 Millie 1 Coopson 1 Trevith 1 Terrenth 1 Kathmandu 1 Katie 1 Kara 1 Adele 1 Zara 1 Ambrose 1 Dante 1 Bode 1 Aja 1 Bilbo 1 Chesterson 1 Lucia 1 Emmy 1 Ralphson 1 Socks 1 Rambo 1 Fiji 1 Rilo 1 Reptar 1 Berb 1 Tyrone 1 Trip 1 Maxwell 1 Geoff 1 Covach 1 Durg 1 Fynn 1 Ricky 1 Grizzwald 1 Lucky 1 Noah 1 Koko 1 Hamrick 1 Pubert 1 Frönq 1 Tassy 1 Lizzie 1 Blakely 1 Marq 1 Kramer 1 Alfy 1 Eriq 1 Colin 1 Amber 1 Brian 1 Grady 1 Kobe 1 Freddery 1 Bodie 1 Dunkin 1 Rey 1 Tupawc 1 Herschel 1 Lolo 1 Edgar 1 Kingsley 1 Brockly 1 Richie 1 Molly 1 Vinscent 1 Cedrick 1 Hazel 1 Humphrey 1 Bert 1 Juckson 1 Danny 1 Ronduh 1 Billl 1 Saydee 1 Dug 1 Tessa 1 Sully 1 Kirk 1 Ralf 1 Clarq 1 Jaspers 1 Samsom 1 Terrance 1 Harrison 1 Chaz 1 Jeremy 1 Jaycob 1 Lambeau 1 Ruffles 1 Amélie 1 Kollin 1 Skye 1 Shawwn 1 Butters 1 Pluto 1 Bloo 1 Edd 1 Willy 1 Herb 1 Damon 1 Peanut 1 Nigel 1 Sandra 1 Kloey 1 Fabio 1 Randall 1 Liam 1 Tommy 1 Ben 1 Raphael 1 Julio 1 Andru 1 Bobb 1 Banditt 1 Kevon 1 Joshwa 1 Kial 1 Naphaniel 1 Dook 1 Hall 1 Philippe 1 Biden 1 Fwed 1 Genevieve 1 Timison 1 Shaggy 1 Bradlay 1 Pipsy 1 Clybe 1 Keet 1 Carll 1 Jockson 1 Josep 1 Lugan 1 Filup 1 Tedrick 1 Winifred 1 Spark 1 Hanz 1 Darla 1 Zeek 1 Timofy 1 Maks 1 Jomathan 1 Kallie 1 Marvin 1 Gòrdón 1 Stu 1 Jo 1 DayZ 1 Jareld 1 Torque 1 Ron 1 Skittles 1 Cleopatricia 1 Erik 1 Ester 1 Jeffrie 1 Chuq 1 Gin 1 Henry 1 Bobbay 1 Mitch 1 Kaiya 1 Acro 1 Aiden 1 Obie 1 Dot 1 Shnuggles 1 Kendall 1 Jeffri 1 Steve 1 Eve 1 Mac 1 Fletcher 1 Kenzie 1 Pumpkin 1 Schnozz 1 Gustaf 1 Chesney 1 Jonah 1 Rodman 1 Pepper 1 Tyrus 1 Karl 1 Godzilla 1 Vinnie 1 Stuart 1 Finnegus 1 Striker 1 Donny 1 Bruno 1 Jeb 1 Buddah 1 Arnold 1 Zuzu 1 Mollie 1 Laela 1 Tedders 1 Superpup 1 Rufio 1 Cheryl 1 Ed 1 Leonidas 1 Holly 1 JD 1 Alejandro 1 Scruffers 1 Pip 1 Julius 1 Tanner 1 Sparky 1 Anthony 1 Jett 1 space 1 Amy 1 Sage 1 Andy 1 Mason 1 Trigger 1 Antony 1 Creg 1 Traviss 1 Mark 1 Dylan 1 Norman 1 Pippin 1 Caryl 1 Scott 1 Taz 1 Darby 1 Jackie 1 light 1 Jazz 1 Franq 1 Rolf 1 Batdog 1 Snickers 1 Ridley 1 Cal 1 Bradley 1 Bubba 1 Tuco 1 Patch 1 Mojo 1 Ginger 1 Karma 1 Clarkus 1 Logan 1 Mosby 1 Jarvis 1 Brownie 1 Stella 1 Vixen 1 Tonks 1 Barney 1 Tuck 1 Dale 1 Mabel 1 Rizzo 1 Mattie 1 Pinot 1 Dallas 1 Hero 1 Furzey 1 Stormy 1 Mairi 1 Mimosa 1 Levi 1 Callie 1 Laika 1 Monty 1 Maddie 1 Dawn 1 Pancake 1 Snicku 1 Mack 1 Tycho 1 Nimbus 1 Dobby 1 Remus 1 Margo 1 Maude 1 Newt 1 Brady 1 Nida 1 Robin 1 Monster 1 BeBe 1 Loomis 1 Godi 1 Cannon 1 Al 1 Wiggles 1 Grey 1 Jarod 1 Willem 1 Benny 1 Fizz 1 Dixie 1 Rumpole 1 Einstein 1 Deacon 1 Carbon 1 DonDon 1 Arya 1 Marlee 1 Chevy 1 Tito 1 Philbert 1 Cermet 1 Bungalo 1 Shakespeare 1 Heinrich 1 Sprinkles 1 Timmy 1 Rontu 1 Georgie 1 Odin 1 Noosh 1 Snoop 1 Jay 1 Mya 1 Strider 1 Iggy 1 Wesley 1 Sailor 1 Huck 1 O 1 Blue 1 Anakin 1 General 1 Iroh 1 Sojourner 1 Longfellow 1 Tebow 1 Wafer 1 Mutt 1 Tom 1 Florence 1 Autumn 1 Dido 1 Eugene 1 Strudel 1 Chloe 1 Miguel 1 Pete 1 Timber 1 Binky 1 Dutch 1 Dudley 1 Comet 1 Kuyu 1 Akumi 1 Doobert 1 Beebop 1 Anna 1 Jazzy 1 Mo 1 Pawnd 1 Sweet 1 Pablo 1 Cupid 1 Crawford 1 Ralphie 1 Boots 1 Kona 1 Duchess 1 Harlso 1 Sundance 1 Brutus 1 Flash 1 Sailer 1 Alexander 1 Howie 1 Emanuel 1 Alf 1 Sobe 1 Meera 1 Bronte 1 Ito 1 Lipton 1 Sunshine 1 Tobi 1 incredibly 1 Major 1 Shooter 1 Diogi 1 Oshie 1 Sonny 1 Mookie 1 Severus 1 Ronnie 1 Bones 1 Mauve 1 Chef 1 Arlo 1 Kyro 1 Poppy 1 Gidget 1 Pavlov 1 Chubbs 1 Sky 1 Eleanor 1 Layla 1 Smiley 1 Baron 1 Eevee 1 Bauer 1 Swagger 1 Brandi 1 Mary 1 Orion 1 Halo 1 Augie 1 Craig 1 Willow 1 Rhino 1 Rupert 1 Brudge 1 Keurig 1 Clyde 1 Luther 1 Ivar 1 Jangle 1 Schnitzel 1 Napolean 1 Berkeley 1 Ralphé 1 Charleson 1 Harnold 1 Clifford 1 Sid 1 Rover 1 Lassie 1 Carper 1 Bowie 1 Alexanderson 1 Suki 1 Barclay 1 Rumble 1 Ashleigh 1 Shadoe 1 Enchilada 1 unacceptable 1 Rooney 1 Ziva 1 Stefan 1 Pupcasso 1 Puff 1 Flurpson 1 Coleman 1 Dewey 1 Fred 1 all 1 Rueben 1 Cilantro 1 Karll 1 Sprout 1 Blitz 1 Bloop 1 Lillie 1 Ebby 1 Kody 1 Harry 1 Billy 1 Gunner 1 infuriating 1 Lacy 1 Tater 1 Olaf 1 Cecil 1 Vince 1 Ike 1 Walker 1 Link 1 Rodney 1 Venti 1 Malikai 1 Bobble 1 River 1 Jebberson 1 Farfle 1 Jiminus 1 Beemo 1 Sora 1 Staniel 1 Goose 1 Jennifur 1 Bluebert 1 Stephanus 1 Monkey 1 Zeus 1 Bertson 1 Nico 1 Michelangelope 1 Siba 1 Sierra 1 Jed 1 Travis 1 Kanu 1 Lance 1 Opie 1 Kane 1 Nugget 1 this 1 Aldrick 1 Ralpher 1 Dex 1 Brandonald 1 Corey 1 Leonard 1 Milky 1 Beckham 1 Devón 1 Gert 1 Jordy 1 Ace 1 Jameson 1 Tayzie 1 Grizzie 1 Gilbert 1 Meyer 1 Zoe 1 Stewie 1 Burt 1 Lilah 1 Boston 1 Lilli 1 Spencer 1 Emma 1 Thor 1 Angel 1 Brat 1 Tove 1 my 1 Aubie 1 Kota 1 Leela 1 Glenn 1 Shelby 1 Sephie 1 Bonaparte 1 Wishes 1 Rose 1 Theo 1 Rocco 1 Fido 1 Spanky 1 Jersey 1 Hermione 1 Jamesy 1 Edmund 1 Aqua 1 Meatball 1 Baloo 1 Chase 1 Nollie 1 Rorie 1 Simba 1 Bayley 1 Blu 1 Lili 1 Storkson 1 Remy 1 Chadrick 1 Kellogg 1 Buckley 1 Livvie 1 Shikha 1 Kayla 1 Beya 1 Stark 1 Geno 1 Dietrich 1 not 1 Divine 1 Tripp 1 his 1 Cora 1 Huxley 1 Bookstore 1 Zooey 1 Shiloh 1 Gustav 1 Arlen 1 Quinn 1 Lenox 1 Tilly 1 Harvey 1 Blanket 1 Christoper 1 Name: name, dtype: int64
In [39]:
#Capitalize names
master_df_clean['name']=master_df_clean.name.str.capitalize()
Test
In [40]:
#Check if names are capitalized
master_df_clean['name'].value_counts()
Out[40]:
None 577 A 55 Charlie 11 Penny 10 Oliver 10 Tucker 10 Cooper 10 Lucy 10 Bo 8 Lola 8 Winston 8 Sadie 8 An 7 Daisy 7 Toby 7 The 7 Dave 6 Milo 6 Bella 6 Jax 6 Scout 6 Rusty 6 Stanley 6 Bailey 6 Koda 6 Leo 5 Oscar 5 Chester 5 Alfie 5 Louis 5 Buddy 5 Larry 5 Ruby 4 Walter 4 Maggie 4 Jerry 4 Oakley 4 Chip 4 Jack 4 Very 4 Brody 4 Just 4 Winnie 4 George 4 Bentley 4 Clark 4 Reggie 4 Bear 4 Dexter 4 Cassie 4 Finn 4 Loki 4 Gary 4 Scooter 4 Derek 4 Sophie 4 Bruce 4 Phil 4 Sunny 4 Clarence 4 Gus 4 Archie 4 Duke 4 One 4 Colby 3 Calvin 3 Quite 3 Rosie 3 Louie 3 Kyle 3 Wyatt 3 Riley 3 Wallace 3 Peaches 3 Malcolm 3 Mia 3 Samson 3 Moose 3 Maximus 3 Wilson 3 Frankie 3 Sammy 3 Vincent 3 Sampson 3 Max 3 Hank 3 Lily 3 Paisley 3 Nala 3 Shadow 3 Steven 3 Otis 3 Sebastian 3 Waffles 3 Olive 3 Boomer 3 Gizmo 3 Jeffrey 3 Gerald 3 Zeke 3 Earl 3 Jimothy 3 Zoey 3 Ellie 3 Beau 3 Reese 3 Doc 2 Opal 2 Ollie 2 Brad 2 Herald 2 Cali 2 Phred 2 Lennon 2 Wally 2 Davey 2 Coops 2 Paull 2 Sansa 2 Django 2 Marley 2 Oliviér 2 Baxter 2 Stubert 2 Cece 2 Mister 2 Bob 2 Getting 2 Hammond 2 Penelope 2 Gabe 2 Jimison 2 Hercules 2 Luca 2 Churlie 2 Lenny 2 Bernie 2 Herm 2 Chelsea 2 Kenneth 2 Sandy 2 Linda 2 Kreg 2 Hunter 2 Patrick 2 Griffin 2 Betty 2 Jiminy 2 Titan 2 Olivia 2 Jeph 2 Atlas 2 Rocky 2 Tyr 2 Chet 2 Sam 2 Moe 2 Rizzy 2 Bisquick 2 Chompsky 2 Pippa 2 Jackson 2 Panda 2 Kirby 2 Lou 2 Rufus 2 Reginald 2 Sarge 2 Kreggory 2 Raymond 2 Crystal 2 Albert 2 Watson 2 Theodore 2 Rubio 2 Keith 2 Terry 2 Piper 2 Atticus 2 Axel 2 Abby 2 Percy 2 Kilo 2 Maxaroni 2 Doug 2 Charles 2 Dakota 2 Gromit 2 Roosevelt 2 Finley 2 Butter 2 Cupcake 2 Juno 2 Remington 2 Klevin 2 Benji 2 Misty 2 Happy 2 Chuckles 2 Frank 2 Lincoln 2 Rory 2 Thumas 2 Kenny 2 Harper 2 Chipson 2 Curtis 2 Dash 2 Calbert 2 Bubbles 2 Smokey 2 Bell 2 Flávio 2 Arnie 2 Solomon 2 Phineas 2 Sugar 2 Coco 2 Carl 2 Odie 2 Pickles 2 Lilly 2 Jesse 2 Fiona 2 Aspen 2 Hobbes 2 Cash 2 Lorenzo 2 Alice 2 Albus 2 Neptune 2 Moreton 2 Belle 2 Romeo 2 Ava 2 Eli 2 Ash 2 Astrid 2 Klein 2 Elliot 2 Yogi 2 Luna 2 Nelly 2 Benedict 2 Kevin 2 Stephan 2 Indie 2 Trooper 2 Ted 2 Ken 2 Cody 2 Franklin 2 Harold 2 Banjo 1 Kulet 1 Mingus 1 Roscoe 1 Tiger 1 Tino 1 Brandy 1 Lupe 1 Pilot 1 Bruiser 1 Obi 1 Brooks 1 Horace 1 Crimson 1 Birf 1 Maisey 1 Lorelei 1 Marty 1 Petrick 1 Jimbo 1 Hubertson 1 Gerbald 1 Oreo 1 Darrel 1 Perry 1 Bobby 1 Lulu 1 Apollo 1 Taco 1 Officially 1 Such 1 Willie 1 Rinna 1 Mike 1 William 1 Dwight 1 Evy 1 Hurley 1 Ralphus 1 By 1 Tug 1 Tango 1 Grizz 1 Jerome 1 Crumpet 1 Jessifer 1 Ralph 1 Jim 1 Emmie 1 Ozzy 1 Joey 1 Glacier 1 Maya 1 Canela 1 Todo 1 Tess 1 Ulysses 1 Toffee 1 Carly 1 Asher 1 Chuck 1 Kawhi 1 Actually 1 Champ 1 Ozzie 1 Griswold 1 Cheesy 1 Moofasa 1 Hector 1 Goliath 1 Mona 1 Derby 1 Gordon 1 Fillup 1 Snoopy 1 Crouton 1 Daniel 1 Kaia 1 Murphy 1 Dotsy 1 Eazy 1 Duddles 1 Miley 1 Yoda 1 Charl 1 Reagan 1 Cuddles 1 Claude 1 Jessiga 1 Carter 1 Ole 1 Blipson 1 Millie 1 Coopson 1 Trevith 1 Terrenth 1 Kathmandu 1 Katie 1 Kara 1 Adele 1 Zara 1 Ambrose 1 Dante 1 Bode 1 Aja 1 Bilbo 1 Chesterson 1 Lucia 1 Emmy 1 Ralphson 1 Socks 1 Rambo 1 Fiji 1 Rilo 1 Reptar 1 Berb 1 Tyrone 1 Trip 1 Maxwell 1 Geoff 1 Covach 1 Durg 1 Fynn 1 Ricky 1 Grizzwald 1 Lucky 1 Noah 1 Koko 1 Hamrick 1 Pubert 1 Frönq 1 Tassy 1 Lizzie 1 Blakely 1 Marq 1 Kramer 1 Alfy 1 Eriq 1 Colin 1 Amber 1 Brian 1 Grady 1 Kobe 1 Freddery 1 Bodie 1 Dunkin 1 Rey 1 Tupawc 1 Herschel 1 Lolo 1 Edgar 1 Kingsley 1 Brockly 1 Richie 1 Molly 1 Vinscent 1 Cedrick 1 Hazel 1 Humphrey 1 Bert 1 Juckson 1 Danny 1 Ronduh 1 Billl 1 Saydee 1 Dug 1 Tessa 1 Sully 1 Kirk 1 Ralf 1 Clarq 1 Jaspers 1 Samsom 1 Terrance 1 Harrison 1 Chaz 1 Jeremy 1 Jaycob 1 Lambeau 1 Ruffles 1 Amélie 1 Kollin 1 Skye 1 Shawwn 1 Butters 1 Pluto 1 Bloo 1 Edd 1 Willy 1 Herb 1 Damon 1 Peanut 1 Nigel 1 Sandra 1 Kloey 1 Fabio 1 Randall 1 Liam 1 Tommy 1 Ben 1 Raphael 1 Julio 1 Andru 1 Bobb 1 Banditt 1 Kevon 1 Joshwa 1 Kial 1 Naphaniel 1 Dook 1 Hall 1 Philippe 1 Biden 1 Fwed 1 Genevieve 1 Timison 1 Shaggy 1 Bradlay 1 Pipsy 1 Clybe 1 Keet 1 Carll 1 Jockson 1 Josep 1 Lugan 1 Filup 1 Tedrick 1 Winifred 1 Spark 1 Hanz 1 Darla 1 Zeek 1 Timofy 1 Maks 1 Jomathan 1 Kallie 1 Marvin 1 Gòrdón 1 Stu 1 Jo 1 Dayz 1 Jareld 1 Torque 1 Ron 1 Skittles 1 Cleopatricia 1 Erik 1 Ester 1 Jeffrie 1 Chuq 1 Gin 1 Henry 1 Bobbay 1 Mitch 1 Kaiya 1 Acro 1 Aiden 1 Obie 1 Dot 1 Shnuggles 1 Kendall 1 Jeffri 1 Steve 1 Eve 1 Mac 1 Fletcher 1 Kenzie 1 Pumpkin 1 Schnozz 1 Gustaf 1 Chesney 1 Jonah 1 Rodman 1 Pepper 1 Tyrus 1 Karl 1 Godzilla 1 Vinnie 1 Stuart 1 Finnegus 1 Striker 1 Donny 1 Bruno 1 Jeb 1 Buddah 1 Arnold 1 Zuzu 1 Mollie 1 Laela 1 Tedders 1 Superpup 1 Rufio 1 Cheryl 1 Ed 1 Leonidas 1 Holly 1 Jd 1 Alejandro 1 Scruffers 1 Pip 1 Julius 1 Tanner 1 Sparky 1 Anthony 1 Jett 1 Space 1 Amy 1 Sage 1 Andy 1 Mason 1 Trigger 1 Antony 1 Creg 1 Traviss 1 Mark 1 Dylan 1 Norman 1 Pippin 1 Caryl 1 Scott 1 Taz 1 Darby 1 Jackie 1 Light 1 Jazz 1 Franq 1 Rolf 1 Batdog 1 Snickers 1 Ridley 1 Cal 1 Bradley 1 Bubba 1 Tuco 1 Patch 1 Mojo 1 Ginger 1 Karma 1 Clarkus 1 Logan 1 Mosby 1 Jarvis 1 Brownie 1 Stella 1 Vixen 1 Tonks 1 Barney 1 Tuck 1 Dale 1 Mabel 1 Rizzo 1 Mattie 1 Pinot 1 Dallas 1 Hero 1 Furzey 1 Stormy 1 Mairi 1 Mimosa 1 Levi 1 Callie 1 Laika 1 Monty 1 Maddie 1 Dawn 1 Pancake 1 Snicku 1 Mack 1 Tycho 1 Nimbus 1 Dobby 1 Remus 1 Margo 1 Maude 1 Newt 1 Brady 1 Nida 1 Robin 1 Monster 1 Bebe 1 Loomis 1 Godi 1 Cannon 1 Al 1 Wiggles 1 Grey 1 Jarod 1 Willem 1 Benny 1 Fizz 1 Dixie 1 Rumpole 1 Einstein 1 Deacon 1 Carbon 1 Dondon 1 Arya 1 Marlee 1 Chevy 1 Tito 1 Philbert 1 Cermet 1 Bungalo 1 Shakespeare 1 Heinrich 1 Sprinkles 1 Timmy 1 Rontu 1 Georgie 1 Odin 1 Noosh 1 Snoop 1 Jay 1 Mya 1 Strider 1 Iggy 1 Wesley 1 Sailor 1 Huck 1 O 1 Blue 1 Anakin 1 General 1 Iroh 1 Sojourner 1 Longfellow 1 Tebow 1 Wafer 1 Mutt 1 Tom 1 Florence 1 Autumn 1 Dido 1 Eugene 1 Strudel 1 Chloe 1 Miguel 1 Pete 1 Timber 1 Binky 1 Dutch 1 Dudley 1 Comet 1 Kuyu 1 Akumi 1 Doobert 1 Beebop 1 Anna 1 Jazzy 1 Mo 1 Pawnd 1 Sweet 1 Pablo 1 Cupid 1 Crawford 1 Ralphie 1 Boots 1 Kona 1 Duchess 1 Harlso 1 Sundance 1 Brutus 1 Flash 1 Sailer 1 Alexander 1 Howie 1 Emanuel 1 Alf 1 Sobe 1 Meera 1 Bronte 1 Ito 1 Lipton 1 Sunshine 1 Tobi 1 Incredibly 1 Major 1 Shooter 1 Diogi 1 Oshie 1 Sonny 1 Mookie 1 Severus 1 Ronnie 1 Bones 1 Mauve 1 Chef 1 Arlo 1 Kyro 1 Poppy 1 Gidget 1 Pavlov 1 Chubbs 1 Sky 1 Eleanor 1 Layla 1 Smiley 1 Baron 1 Eevee 1 Bauer 1 Swagger 1 Brandi 1 Mary 1 Orion 1 Halo 1 Augie 1 Craig 1 Willow 1 Rhino 1 Rupert 1 Brudge 1 Keurig 1 Clyde 1 Luther 1 Ivar 1 Jangle 1 Schnitzel 1 Napolean 1 Berkeley 1 Ralphé 1 Charleson 1 Harnold 1 Clifford 1 Sid 1 Rover 1 Lassie 1 Carper 1 Bowie 1 Alexanderson 1 Suki 1 Barclay 1 Rumble 1 Ashleigh 1 Shadoe 1 Enchilada 1 Unacceptable 1 Rooney 1 Ziva 1 Stefan 1 Pupcasso 1 Puff 1 Flurpson 1 Coleman 1 Dewey 1 Fred 1 All 1 Rueben 1 Cilantro 1 Karll 1 Sprout 1 Blitz 1 Bloop 1 Lillie 1 Ebby 1 Kody 1 Harry 1 Billy 1 Gunner 1 Infuriating 1 Lacy 1 Tater 1 Olaf 1 Cecil 1 Vince 1 Ike 1 Walker 1 Link 1 Rodney 1 Venti 1 Malikai 1 Bobble 1 River 1 Jebberson 1 Farfle 1 Jiminus 1 Beemo 1 Sora 1 Staniel 1 Goose 1 Jennifur 1 Bluebert 1 Stephanus 1 Monkey 1 Zeus 1 Bertson 1 Nico 1 Michelangelope 1 Siba 1 Sierra 1 Jed 1 Travis 1 Kanu 1 Lance 1 Opie 1 Kane 1 Nugget 1 This 1 Aldrick 1 Ralpher 1 Dex 1 Brandonald 1 Corey 1 Leonard 1 Milky 1 Beckham 1 Devón 1 Gert 1 Jordy 1 Ace 1 Jameson 1 Tayzie 1 Grizzie 1 Gilbert 1 Meyer 1 Zoe 1 Stewie 1 Burt 1 Lilah 1 Boston 1 Lilli 1 Spencer 1 Emma 1 Thor 1 Angel 1 Brat 1 Tove 1 My 1 Aubie 1 Kota 1 Leela 1 Glenn 1 Shelby 1 Sephie 1 Bonaparte 1 Wishes 1 Rose 1 Theo 1 Rocco 1 Fido 1 Spanky 1 Jersey 1 Hermione 1 Jamesy 1 Edmund 1 Aqua 1 Meatball 1 Baloo 1 Chase 1 Nollie 1 Rorie 1 Simba 1 Bayley 1 Blu 1 Lili 1 Storkson 1 Remy 1 Chadrick 1 Kellogg 1 Buckley 1 Livvie 1 Shikha 1 Kayla 1 Beya 1 Stark 1 Geno 1 Dietrich 1 Not 1 Divine 1 Tripp 1 His 1 Cora 1 Huxley 1 Bookstore 1 Zooey 1 Shiloh 1 Gustav 1 Arlen 1 Quinn 1 Lenox 1 Tilly 1 Harvey 1 Blanket 1 Christoper 1 Name: name, dtype: int64
Define
- Remove invalid dog names
Code
In [41]:
master_df_clean.loc[master_df_clean['name'].isin(['A','An','The','O'])]
Out[41]:
| tweet_id | in_reply_to_status_id_x | in_reply_to_user_id_x | timestamp | source_x | text | retweeted_status_id | retweeted_status_user_id | retweeted_status_timestamp | expanded_urls | ... | img_num | p1 | p1_conf | p1_dog | p2 | p2_conf | p2_dog | p3 | p3_conf | p3_dog | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 50 | 881536004380872706 | NaN | NaN | 2017-07-02 15:32:16 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a pupper approaching maximum borkdrive... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/881536004... | ... | 1 | Samoyed | 0.281463 | True | Angora | 0.272066 | False | Persian_cat | 1.148540e-01 | False |
| 524 | 792913359805018113 | NaN | NaN | 2016-10-31 02:17:31 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a perfect example of someone who has t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/792913359... | ... | 4 | web_site | 0.226716 | False | lighter | 0.081941 | False | switch | 3.900860e-02 | False |
| 610 | 778396591732486144 | NaN | NaN | 2016-09-21 00:53:04 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: This is an East African Chalupa... | 7.030419e+17 | 4.196984e+09 | 2016-02-26 02:20:37 +0000 | https://twitter.com/dog_rates/status/703041949... | ... | 1 | hippopotamus | 0.581403 | False | doormat | 0.152445 | False | sea_lion | 2.636430e-02 | False |
| 624 | 776201521193218049 | NaN | NaN | 2016-09-14 23:30:38 +0000 | <a href="http://twitter.com/download/iphone" r... | This is O'Malley. That is how he sleeps. Doesn... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/776201521... | ... | 1 | Rottweiler | 0.502228 | True | black-and-tan_coonhound | 0.154594 | True | bloodhound | 1.351760e-01 | True |
| 647 | 772581559778025472 | NaN | NaN | 2016-09-04 23:46:12 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys this is getting so out of hand. We only r... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/772581559... | ... | 3 | Newfoundland | 0.574345 | True | Border_collie | 0.128352 | True | Saint_Bernard | 5.947550e-02 | True |
| 822 | 747885874273214464 | NaN | NaN | 2016-06-28 20:14:22 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a mighty rare blue-tailed hammer sherk... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/747885874... | ... | 1 | kuvasz | 0.408450 | True | Samoyed | 0.141330 | True | pug | 8.301840e-02 | True |
| 824 | 747816857231626240 | NaN | NaN | 2016-06-28 15:40:07 +0000 | <a href="http://twitter.com/download/iphone" r... | Viewer discretion is advised. This is a terrib... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/747816857... | ... | 1 | Pembroke | 0.768923 | True | Chihuahua | 0.029053 | True | Shetland_sheepdog | 2.903540e-02 | True |
| 833 | 746872823977771008 | NaN | NaN | 2016-06-26 01:08:52 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a carrot. We only rate dogs. Please on... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/746872823... | ... | 1 | Pembroke | 0.540201 | True | beagle | 0.207835 | True | Italian_greyhound | 4.356490e-02 | True |
| 838 | 746369468511756288 | NaN | NaN | 2016-06-24 15:48:42 +0000 | <a href="http://twitter.com/download/iphone" r... | This is an Iraqi Speed Kangaroo. It is not a d... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/746369468... | ... | 1 | German_shepherd | 0.622957 | True | malinois | 0.338884 | True | wallaby | 2.416150e-02 | False |
| 859 | 743222593470234624 | NaN | NaN | 2016-06-15 23:24:09 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a very rare Great Alaskan Bush Pupper.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/743222593... | ... | 1 | kuvasz | 0.350629 | True | soft-coated_wheaten_terrier | 0.182782 | True | golden_retriever | 8.766240e-02 | True |
| 995 | 717537687239008257 | NaN | NaN | 2016-04-06 02:21:30 +0000 | <a href="http://twitter.com/download/iphone" r... | People please. This is a Deadly Mediterranean ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/717537687... | ... | 1 | golden_retriever | 0.779356 | True | Labrador_retriever | 0.052511 | True | kuvasz | 4.981050e-02 | True |
| 1005 | 715733265223708672 | NaN | NaN | 2016-04-01 02:51:22 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a taco. We only rate dogs. Please only... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/715733265... | ... | 1 | Dandie_Dinmont | 0.740229 | True | miniature_poodle | 0.081915 | True | toy_poodle | 6.374850e-02 | True |
| 1122 | 704859558691414016 | NaN | NaN | 2016-03-02 02:43:09 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a heartbreaking scene of an incredible... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/704859558... | ... | 1 | pug | 0.284428 | True | teddy | 0.156339 | False | mitten | 1.389150e-01 | False |
| 1131 | 704054845121142784 | NaN | NaN | 2016-02-28 21:25:30 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a whole flock of puppers. 60/50 I'll ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/704054845... | ... | 1 | Great_Pyrenees | 0.667939 | True | kuvasz | 0.228764 | True | golden_retriever | 4.388540e-02 | True |
| 1141 | 703079050210877440 | NaN | NaN | 2016-02-26 04:48:02 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Butternut Cumberfloof. It's not wind... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/703079050... | ... | 2 | Pembroke | 0.778503 | True | Shetland_sheepdog | 0.093834 | True | Cardigan | 6.029640e-02 | True |
| 1142 | 703041949650034688 | NaN | NaN | 2016-02-26 02:20:37 +0000 | <a href="http://twitter.com/download/iphone" r... | This is an East African Chalupa Seal. We only ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/703041949... | ... | 1 | hippopotamus | 0.581403 | False | doormat | 0.152445 | False | sea_lion | 2.636430e-02 | False |
| 1147 | 702539513671897089 | NaN | NaN | 2016-02-24 17:04:07 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Wild Tuscan Poofwiggle. Careful not ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/702539513... | ... | 3 | Pomeranian | 0.714367 | True | Shih-Tzu | 0.040574 | True | silky_terrier | 3.251050e-02 | True |
| 1159 | 700864154249383937 | NaN | NaN | 2016-02-20 02:06:50 +0000 | <a href="http://twitter.com/download/iphone" r... | "Pupper is a present to world. Here is a bow f... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/700864154... | ... | 1 | kuvasz | 0.805857 | True | Great_Pyrenees | 0.187272 | True | Samoyed | 3.490900e-03 | True |
| 1262 | 692187005137076224 | NaN | NaN | 2016-01-27 03:26:56 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a rare Arctic Wubberfloof. Unamused by... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/692187005... | ... | 2 | Siberian_husky | 0.810592 | True | malamute | 0.119745 | True | Eskimo_dog | 2.926480e-02 | True |
| 1286 | 690360449368465409 | NaN | NaN | 2016-01-22 02:28:52 +0000 | <a href="http://twitter.com/download/iphone" r... | Stop sending in lobsters. This is the final wa... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/690360449... | ... | 1 | pug | 0.686933 | True | French_bulldog | 0.076359 | True | Brabancon_griffon | 3.500700e-02 | True |
| 1352 | 685943807276412928 | NaN | NaN | 2016-01-09 21:58:42 +0000 | <a href="http://twitter.com/download/iphone" r... | This is the newly formed pupper a capella grou... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/685943807... | ... | 1 | papillon | 0.200812 | True | toy_terrier | 0.114512 | True | Cardigan | 9.451960e-02 | True |
| 1475 | 679530280114372609 | NaN | NaN | 2015-12-23 05:13:38 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys this really needs to stop. We've been ove... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/679530280... | ... | 1 | dalmatian | 0.750256 | True | jaguar | 0.169007 | False | zebra | 6.481490e-03 | False |
| 1518 | 677644091929329666 | NaN | NaN | 2015-12-18 00:18:36 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a dog swinging. I really enjoyed it so... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677644091... | ... | 1 | Chihuahua | 0.626236 | True | Italian_greyhound | 0.128483 | True | swing | 5.984040e-02 | False |
| 1529 | 677269281705472000 | NaN | NaN | 2015-12-16 23:29:14 +0000 | <a href="http://twitter.com/download/iphone" r... | This is the happiest pupper I've ever seen. 10... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677269281... | ... | 1 | Shetland_sheepdog | 0.656616 | True | collie | 0.195405 | True | German_shepherd | 1.310320e-02 | True |
| 1546 | 676613908052996102 | NaN | NaN | 2015-12-15 04:05:01 +0000 | <a href="http://twitter.com/download/iphone" r... | This is the saddest/sweetest/best picture I've... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676613908... | ... | 1 | book_jacket | 0.493790 | False | Doberman | 0.096423 | True | miniature_pinscher | 7.064670e-02 | True |
| 1580 | 675706639471788032 | NaN | NaN | 2015-12-12 15:59:51 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Sizzlin Menorah spaniel from Brookly... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675706639... | ... | 1 | English_springer | 0.990300 | True | Welsh_springer_spaniel | 0.002080 | True | cocker_spaniel | 2.013780e-03 | True |
| 1581 | 675534494439489536 | NaN | NaN | 2015-12-12 04:35:48 +0000 | <a href="http://twitter.com/download/iphone" r... | Seriously guys?! Only send in dogs. I only rat... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675534494... | ... | 1 | chow | 0.749368 | True | schipperke | 0.133738 | True | Newfoundland | 4.991380e-02 | True |
| 1604 | 675109292475830276 | NaN | NaN | 2015-12-11 00:26:12 +0000 | <a href="http://twitter.com/download/iphone" r... | C'mon guys. We've been over this. We only rate... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675109292... | ... | 1 | dalmatian | 0.989519 | True | English_setter | 0.005258 | True | German_short-haired_pointer | 1.442830e-03 | True |
| 1605 | 675047298674663426 | NaN | NaN | 2015-12-10 20:19:52 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a fluffy albino Bacardi Columbia mix. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675047298... | ... | 1 | Samoyed | 0.978007 | True | chow | 0.007121 | True | Pomeranian | 6.397830e-03 | True |
| 1646 | 674082852460433408 | NaN | NaN | 2015-12-08 04:27:30 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Sagitariot Baklava mix. Loves her ne... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674082852... | ... | 1 | Pomeranian | 0.666957 | True | Shetland_sheepdog | 0.028019 | True | ski_mask | 2.068270e-02 | False |
| 1663 | 673715861853720576 | NaN | NaN | 2015-12-07 04:09:13 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a heavily opinionated dog. Loves walls... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673715861... | ... | 1 | suit | 0.404115 | False | bow_tie | 0.294683 | False | Windsor_tie | 1.327010e-01 | False |
| 1677 | 673636718965334016 | NaN | NaN | 2015-12-06 22:54:44 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Lofted Aphrodisiac Terrier named Kip... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673636718... | ... | 1 | wombat | 0.880257 | False | corn | 0.019421 | False | pug | 1.904430e-02 | True |
| 1716 | 672604026190569472 | NaN | NaN | 2015-12-04 02:31:10 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a baby Rand Paul. Curls for days. 11/1... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672604026... | ... | 1 | toy_poodle | 0.820158 | True | miniature_poodle | 0.178404 | True | toilet_tissue | 2.911580e-04 | False |
| 1756 | 671743150407421952 | NaN | NaN | 2015-12-01 17:30:22 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Tuscaloosa Alcatraz named Jacob (Yac... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671743150... | ... | 1 | toy_poodle | 0.419427 | True | miniature_poodle | 0.237067 | True | swing | 1.041930e-01 | False |
| 1759 | 671561002136281088 | NaN | NaN | 2015-12-01 05:26:34 +0000 | <a href="http://twitter.com/download/iphone" r... | This is the best thing I've ever seen so sprea... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671561002... | ... | 1 | Gordon_setter | 0.469373 | True | black-and-tan_coonhound | 0.270893 | True | Rottweiler | 1.532330e-01 | True |
| 1787 | 671147085991960577 | NaN | NaN | 2015-11-30 02:01:49 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Helvetica Listerine named Rufus. Thi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671147085... | ... | 1 | Yorkshire_terrier | 0.467202 | True | cairn | 0.440122 | True | silky_terrier | 5.869010e-02 | True |
| 1837 | 670427002554466305 | NaN | NaN | 2015-11-28 02:20:27 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Deciduous Trimester mix named Spork.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670427002... | ... | 1 | seat_belt | 0.952258 | False | toy_terrier | 0.038872 | True | beagle | 3.226440e-03 | True |
| 1846 | 670361874861563904 | NaN | NaN | 2015-11-27 22:01:40 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Rich Mahogany Seltzer named Cherokee... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670361874... | ... | 1 | platypus | 0.974075 | False | spotted_salamander | 0.011068 | False | bison | 3.896910e-03 | False |
| 1849 | 670303360680108032 | NaN | NaN | 2015-11-27 18:09:09 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Speckled Cauliflower Yosemite named ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670303360... | ... | 1 | Shetland_sheepdog | 0.380278 | True | Cardigan | 0.342806 | True | guinea_pig | 1.562490e-01 | False |
| 1867 | 669923323644657664 | NaN | NaN | 2015-11-26 16:59:01 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a spotted Lipitor Rumpelstiltskin name... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669923323... | ... | 1 | car_mirror | 0.343063 | False | seat_belt | 0.110289 | False | wing | 8.014850e-02 | False |
| 1873 | 669661792646373376 | NaN | NaN | 2015-11-25 23:39:47 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a brave dog. Excellent free climber. T... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669661792... | ... | 1 | weasel | 0.262802 | False | Siamese_cat | 0.148263 | False | hamster | 1.163740e-01 | False |
| 1881 | 669564461267722241 | NaN | NaN | 2015-11-25 17:13:02 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Coriander Baton Rouge named Alfredo.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669564461... | ... | 1 | toy_poodle | 0.623685 | True | miniature_poodle | 0.259920 | True | standard_poodle | 8.252970e-02 | True |
| 1910 | 668955713004314625 | NaN | NaN | 2015-11-24 00:54:05 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Slovakian Helter Skelter Feta named ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668955713... | ... | 1 | cocker_spaniel | 0.367492 | True | Lakeland_terrier | 0.272621 | True | soft-coated_wheaten_terrier | 6.700630e-02 | True |
| 1917 | 668815180734689280 | NaN | NaN | 2015-11-23 15:35:39 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a wild Toblerone from Papua New Guinea... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668815180... | ... | 1 | redbone | 0.461172 | True | Italian_greyhound | 0.270733 | True | miniature_pinscher | 1.097520e-01 | True |
| 1923 | 668636665813057536 | NaN | NaN | 2015-11-23 03:46:18 +0000 | <a href="http://twitter.com/download/iphone" r... | This is an Irish Rigatoni terrier named Berta.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668636665... | ... | 1 | komondor | 0.999956 | True | llama | 0.000043 | False | ram | 2.160900e-07 | False |
| 1930 | 668614819948453888 | NaN | NaN | 2015-11-23 02:19:29 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a horned dog. Much grace. Can jump ove... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668614819... | ... | 1 | bustard | 0.380772 | False | pelican | 0.100554 | False | crane | 8.471350e-02 | False |
| 1936 | 668507509523615744 | NaN | NaN | 2015-11-22 19:13:05 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Birmingham Quagmire named Chuk. Love... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668507509... | ... | 1 | basenji | 0.055379 | True | Shetland_sheepdog | 0.054322 | True | whippet | 5.191340e-02 | True |
| 1940 | 668466899341221888 | NaN | NaN | 2015-11-22 16:31:42 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a mother dog caring for her pups. Snaz... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668466899... | ... | 1 | shopping_basket | 0.398361 | False | hamper | 0.363222 | False | bassinet | 8.417350e-02 | False |
| 1953 | 668171859951755264 | NaN | NaN | 2015-11-21 20:59:20 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Trans Siberian Kellogg named Alfonso... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668171859... | ... | 1 | Chihuahua | 0.664834 | True | cowboy_boot | 0.060343 | False | giant_panda | 5.983750e-02 | False |
| 1967 | 667861340749471744 | NaN | NaN | 2015-11-21 00:25:26 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Shotokon Macadamia mix named Cheryl.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667861340... | ... | 1 | malamute | 0.967275 | True | Siberian_husky | 0.016168 | True | Eskimo_dog | 1.127740e-02 | True |
| 1973 | 667773195014021121 | NaN | NaN | 2015-11-20 18:35:10 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | This is a rare Hungarian Pinot named Jessiga. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667773195... | ... | 1 | West_Highland_white_terrier | 0.360465 | True | pug | 0.093494 | True | ice_bear | 6.903820e-02 | False |
| 1982 | 667538891197542400 | NaN | NaN | 2015-11-20 03:04:08 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | This is a southwest Coriander named Klint. Hat... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667538891... | ... | 1 | Yorkshire_terrier | 0.618957 | True | silky_terrier | 0.300313 | True | Australian_terrier | 5.341200e-02 | True |
| 1991 | 667470559035432960 | NaN | NaN | 2015-11-19 22:32:36 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | This is a northern Wahoo named Kohl. He runs t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667470559... | ... | 1 | toy_poodle | 0.304175 | True | pug | 0.223427 | True | Lakeland_terrier | 7.331650e-02 | True |
| 2005 | 667177989038297088 | NaN | NaN | 2015-11-19 03:10:02 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Dasani Kingfisher from Maine. His na... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667177989... | ... | 1 | vizsla | 0.259249 | True | Chesapeake_Bay_retriever | 0.176293 | True | Weimaraner | 1.123690e-01 | True |
| 2021 | 666983947667116034 | NaN | NaN | 2015-11-18 14:18:59 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a curly Ticonderoga named Pepe. No fee... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666983947... | ... | 1 | swab | 0.589446 | False | chain_saw | 0.190142 | False | wig | 3.450970e-02 | False |
| 2028 | 666781792255496192 | NaN | NaN | 2015-11-18 00:55:42 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a purebred Bacardi named Octaviath. Ca... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666781792... | ... | 1 | Italian_greyhound | 0.618316 | True | Weimaraner | 0.151363 | True | vizsla | 8.598910e-02 | True |
| 2031 | 666701168228331520 | NaN | NaN | 2015-11-17 19:35:19 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a golden Buckminsterfullerene named Jo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666701168... | ... | 1 | Labrador_retriever | 0.887707 | True | Chihuahua | 0.029307 | True | French_bulldog | 2.075630e-02 | True |
| 2044 | 666407126856765440 | NaN | NaN | 2015-11-17 00:06:54 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a southern Vesuvius bumblegruff. Can d... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666407126... | ... | 1 | black-and-tan_coonhound | 0.529139 | True | bloodhound | 0.244220 | True | flat-coated_retriever | 1.738100e-01 | True |
| 2050 | 666337882303524864 | NaN | NaN | 2015-11-16 19:31:45 +0000 | <a href="http://twitter.com/download/iphone" r... | This is an extremely rare horned Parthenon. No... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666337882... | ... | 1 | ox | 0.416669 | False | Newfoundland | 0.278407 | True | groenendael | 1.026430e-01 | True |
| 2051 | 666293911632134144 | NaN | NaN | 2015-11-16 16:37:02 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a funny dog. Weird toes. Won't come do... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666293911... | ... | 1 | three-toed_sloth | 0.914671 | False | otter | 0.015250 | False | great_grey_owl | 1.320720e-02 | False |
| 2052 | 666287406224695296 | NaN | NaN | 2015-11-16 16:11:11 +0000 | <a href="http://twitter.com/download/iphone" r... | This is an Albanian 3 1/2 legged Episcopalian... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666287406... | ... | 1 | Maltese_dog | 0.857531 | True | toy_poodle | 0.063064 | True | miniature_poodle | 2.558060e-02 | True |
| 2062 | 666063827256086533 | NaN | NaN | 2015-11-16 01:22:45 +0000 | <a href="http://twitter.com/download/iphone" r... | This is the happiest dog you will ever see. Ve... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666063827... | ... | 1 | golden_retriever | 0.775930 | True | Tibetan_mastiff | 0.093718 | True | Labrador_retriever | 7.242660e-02 | True |
| 2063 | 666058600524156928 | NaN | NaN | 2015-11-16 01:01:59 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is the Rand Paul of retrievers folks! He'... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666058600... | ... | 1 | miniature_poodle | 0.201493 | True | komondor | 0.192305 | True | soft-coated_wheaten_terrier | 8.208610e-02 | True |
| 2064 | 666057090499244032 | NaN | NaN | 2015-11-16 00:55:59 +0000 | <a href="http://twitter.com/download/iphone" r... | My oh my. This is a rare blond Canadian terrie... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666057090... | ... | 1 | shopping_cart | 0.962465 | False | shopping_basket | 0.014594 | False | golden_retriever | 7.958960e-03 | True |
| 2065 | 666055525042405380 | NaN | NaN | 2015-11-16 00:49:46 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a Siberian heavily armored polar bear ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666055525... | ... | 1 | chow | 0.692517 | True | Tibetan_mastiff | 0.058279 | True | fur_coat | 5.444860e-02 | False |
| 2066 | 666051853826850816 | NaN | NaN | 2015-11-16 00:35:11 +0000 | <a href="http://twitter.com/download/iphone" r... | This is an odd dog. Hard on the outside but lo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666051853... | ... | 1 | box_turtle | 0.933012 | False | mud_turtle | 0.045885 | False | terrapin | 1.788530e-02 | False |
| 2067 | 666050758794694657 | NaN | NaN | 2015-11-16 00:30:50 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a truly beautiful English Wilson Staff... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666050758... | ... | 1 | Bernese_mountain_dog | 0.651137 | True | English_springer | 0.263788 | True | Greater_Swiss_Mountain_dog | 1.619920e-02 | True |
| 2069 | 666044226329800704 | NaN | NaN | 2015-11-16 00:04:52 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a purebred Piers Morgan. Loves to Netf... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666044226... | ... | 1 | Rhodesian_ridgeback | 0.408143 | True | redbone | 0.360687 | True | miniature_pinscher | 2.227520e-01 | True |
| 2070 | 666033412701032449 | NaN | NaN | 2015-11-15 23:21:54 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a very happy pup. Big fan of well-main... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666033412... | ... | 1 | German_shepherd | 0.596461 | True | malinois | 0.138584 | True | bloodhound | 1.161970e-01 | True |
| 2071 | 666029285002620928 | NaN | NaN | 2015-11-15 23:05:30 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a western brown Mitsubishi terrier. Up... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666029285... | ... | 1 | redbone | 0.506826 | True | miniature_pinscher | 0.074192 | True | Rhodesian_ridgeback | 7.201000e-02 | True |
70 rows × 59 columns
In [42]:
#Replacing invalid names with none
master_df_clean=master_df_clean.replace({'name':{'A':'None','An':'None','The':'None','O':'None'}})
Test
In [43]:
master_df_clean.loc[master_df_clean['name'].isin(['A','An','The','O'])]
Out[43]:
| tweet_id | in_reply_to_status_id_x | in_reply_to_user_id_x | timestamp | source_x | text | retweeted_status_id | retweeted_status_user_id | retweeted_status_timestamp | expanded_urls | ... | img_num | p1 | p1_conf | p1_dog | p2 | p2_conf | p2_dog | p3 | p3_conf | p3_dog |
|---|
0 rows × 59 columns
Define
- Extract dog gender from text column
Code
In [44]:
# Looping for pronouns of male or female;
male_pronouns = ['He', 'he','HE','HIM', 'him','Him','HIS', 'his','His',"HE'S" ,"he's","He's",'HIMSELF', 'himself','Himself','BOY','boy','Boy']
female_pronouns = ['She', 'she', 'SHE','HER','HERS','her','Her','hers','Hers','HERSELF', 'herself','Herself' ,"she's","She's","SHE'S",'SHE','GIRL','Girl','girl']
gender = []
for t in master_df_clean['text']:
if any(map(lambda v:v in male_pronouns, t.split())):
gender.append('male')
# Female
elif any(map(lambda v:v in female_pronouns, t.split())):
gender.append('female')
# If neither male nor female then none
else:
gender.append('None')
#add a new column for dog gender
master_df_clean['gender'] = gender
Test
In [45]:
#Check if gender column is populated correctly
master_df_clean['gender'].value_counts()
Out[45]:
male 1046 None 675 female 352 Name: gender, dtype: int64
In [46]:
master_df_clean[master_df_clean['gender']=='None']
Out[46]:
| tweet_id | in_reply_to_status_id_x | in_reply_to_user_id_x | timestamp | source_x | text | retweeted_status_id | retweeted_status_user_id | retweeted_status_timestamp | expanded_urls | ... | p1 | p1_conf | p1_dog | p2 | p2_conf | p2_dog | p3 | p3_conf | p3_dog | gender | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5 | 891087950875897856 | NaN | NaN | 2017-07-29 00:08:17 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have a majestic great white breaching ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/891087950... | ... | Chesapeake_Bay_retriever | 0.425595 | True | Irish_terrier | 0.116317 | True | Indian_elephant | 7.690220e-02 | False | None |
| 12 | 889665388333682689 | NaN | NaN | 2017-07-25 01:55:32 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a puppo that seems to be on the fence a... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/889665388... | ... | Pembroke | 0.966327 | True | Cardigan | 0.027356 | True | basenji | 4.633230e-03 | True | None |
| 21 | 887517139158093824 | NaN | NaN | 2017-07-19 03:39:09 +0000 | <a href="http://twitter.com/download/iphone" r... | I've yet to rate a Venezuelan Hover Wiener. Th... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/887517139... | ... | limousine | 0.130432 | False | tow_truck | 0.029175 | False | shopping_cart | 2.632080e-02 | False | None |
| 23 | 887343217045368832 | NaN | NaN | 2017-07-18 16:08:03 +0000 | <a href="http://twitter.com/download/iphone" r... | You may not have known you needed to see this ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/887343217... | ... | Mexican_hairless | 0.330741 | True | sea_lion | 0.275645 | False | Weimaraner | 1.342030e-01 | True | None |
| 24 | 887101392804085760 | NaN | NaN | 2017-07-18 00:07:08 +0000 | <a href="http://twitter.com/download/iphone" r... | This... is a Jubilant Antarctic House Bear. We... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/887101392... | ... | Samoyed | 0.733942 | True | Eskimo_dog | 0.035029 | True | Staffordshire_bullterrier | 2.970470e-02 | True | None |
| 28 | 886366144734445568 | NaN | NaN | 2017-07-15 23:25:31 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Roscoe. Another pupper fallen victim t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/886366144... | ... | French_bulldog | 0.999201 | True | Chihuahua | 0.000361 | True | Boston_bull | 7.556160e-05 | True | None |
| 33 | 885167619883638784 | NaN | NaN | 2017-07-12 16:03:00 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have a corgi undercover as a malamute.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/885167619... | ... | malamute | 0.812482 | True | Siberian_husky | 0.071712 | True | Eskimo_dog | 5.576970e-02 | True | None |
| 37 | 884441805382717440 | NaN | NaN | 2017-07-10 15:58:53 +0000 | <a href="http://twitter.com/download/iphone" r... | I present to you, Pup in Hat. Pup in Hat is gr... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/884441805... | ... | Pembroke | 0.993225 | True | Cardigan | 0.003216 | True | Chihuahua | 2.080890e-03 | True | None |
| 42 | 883117836046086144 | NaN | NaN | 2017-07-07 00:17:54 +0000 | <a href="http://twitter.com/download/iphone" r... | Please only send dogs. We don't rate mechanics... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/883117836... | ... | golden_retriever | 0.949562 | True | Labrador_retriever | 0.045948 | True | kuvasz | 2.470940e-03 | True | None |
| 50 | 881536004380872706 | NaN | NaN | 2017-07-02 15:32:16 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a pupper approaching maximum borkdrive... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/881536004... | ... | Samoyed | 0.281463 | True | Angora | 0.272066 | False | Persian_cat | 1.148540e-01 | False | None |
| 53 | 880872448815771648 | NaN | NaN | 2017-06-30 19:35:32 +0000 | <a href="http://twitter.com/download/iphone" r... | Ugh not again. We only rate dogs. Please don't... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/880872448... | ... | Pembroke | 0.791416 | True | Norwich_terrier | 0.061393 | True | Chihuahua | 3.372570e-02 | True | None |
| 56 | 880095782870896641 | NaN | NaN | 2017-06-28 16:09:20 +0000 | <a href="http://twitter.com/download/iphone" r... | Please don't send in photos without dogs in th... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/880095782... | ... | miniature_pinscher | 0.120298 | True | Rhodesian_ridgeback | 0.106395 | True | beagle | 1.060730e-01 | True | None |
| 75 | 875144289856114688 | NaN | NaN | 2017-06-15 00:13:52 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Nugget and Hank. Nugget took Hank's bone.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/875144289... | ... | Siberian_husky | 0.245048 | True | Pembroke | 0.223716 | True | dingo | 1.607530e-01 | False | None |
| 76 | 875021211251597312 | NaN | NaN | 2017-06-14 16:04:48 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys please stop sending pictures without any ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/875021211... | ... | West_Highland_white_terrier | 0.714319 | True | Siberian_husky | 0.091913 | True | Great_Pyrenees | 4.603820e-02 | True | None |
| 79 | 874057562936811520 | NaN | NaN | 2017-06-12 00:15:36 +0000 | <a href="http://twitter.com/download/iphone" r... | I can't believe this keeps happening. This, is... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/874057562... | ... | flat-coated_retriever | 0.832177 | True | black-and-tan_coonhound | 0.040437 | True | Newfoundland | 2.822830e-02 | True | None |
| 82 | 873580283840344065 | NaN | NaN | 2017-06-10 16:39:04 +0000 | <a href="http://twitter.com/download/iphone" r... | We usually don't rate Deck-bound Saskatoon Bla... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/873580283... | ... | Newfoundland | 0.678537 | True | Tibetan_mastiff | 0.244022 | True | chow | 4.852950e-02 | True | None |
| 85 | 872820683541237760 | NaN | NaN | 2017-06-08 14:20:41 +0000 | <a href="http://twitter.com/download/iphone" r... | Here are my favorite #dogsatpollingstations \n... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/872820683... | ... | pug | 0.999120 | True | French_bulldog | 0.000552 | True | bull_mastiff | 7.289040e-05 | True | None |
| 87 | 872486979161796608 | NaN | NaN | 2017-06-07 16:14:40 +0000 | <a href="http://twitter.com/download/iphone" r... | We. Only. Rate. Dogs. Do not send in other thi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/872486979... | ... | Pembroke | 0.931861 | True | Cardigan | 0.037721 | True | Chihuahua | 1.196670e-02 | True | None |
| 94 | 870804317367881728 | NaN | NaN | 2017-06-03 00:48:22 +0000 | <a href="http://twitter.com/download/iphone" r... | Real funny guys. Sending in a pic without a do... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/870804317... | ... | home_theater | 0.168290 | False | sandbar | 0.098040 | False | television | 7.972940e-02 | False | None |
| 104 | 868622495443632128 | NaN | NaN | 2017-05-28 00:18:35 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a h*ckin peaceful boy. Unbothered by th... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/868622495... | ... | Labrador_retriever | 0.868107 | True | Great_Pyrenees | 0.060973 | True | Saint_Bernard | 3.348890e-02 | True | None |
| 106 | 867900495410671616 | NaN | NaN | 2017-05-26 00:29:37 +0000 | <a href="http://twitter.com/download/iphone" r... | Unbelievable. We only rate dogs. Please don't ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/867900495... | ... | Labrador_retriever | 0.522644 | True | kuvasz | 0.332461 | True | dalmatian | 3.200810e-02 | True | None |
| 109 | 867072653475098625 | NaN | NaN | 2017-05-23 17:40:04 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @rachaeleasler: these @dog_rates hats are 1... | 8.650134e+17 | 7.874618e+17 | 2017-05-18 01:17:25 +0000 | https://twitter.com/rachaeleasler/status/86501... | ... | Blenheim_spaniel | 0.352946 | True | papillon | 0.211766 | True | Pekinese | 1.129520e-01 | True | None |
| 110 | 867051520902168576 | NaN | NaN | 2017-05-23 16:16:06 +0000 | <a href="http://twitter.com/download/iphone" r... | Oh my this spooked me up. We only rate dogs, n... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/867051520... | ... | Samoyed | 0.471403 | True | Pekinese | 0.302219 | True | Pomeranian | 1.566060e-01 | True | None |
| 117 | 864873206498414592 | NaN | NaN | 2017-05-17 16:00:15 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Please don't send in Jesus.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/864873206... | ... | pole | 0.478616 | False | lakeside | 0.114182 | False | wreck | 5.592650e-02 | False | None |
| 128 | 862096992088072192 | NaN | NaN | 2017-05-10 00:08:34 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Please don't send perfectly... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/862096992... | ... | chow | 0.677589 | True | Pomeranian | 0.270648 | True | Pekinese | 3.810990e-02 | True | None |
| 131 | 861288531465048066 | NaN | NaN | 2017-05-07 18:36:02 +0000 | <a href="http://twitter.com/download/iphone" r... | HI. MY. NAME. IS. BOOMER. AND. I. WANT. TO. SA... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/861288531... | ... | syringe | 0.144712 | False | oxygen_mask | 0.106684 | False | Bouvier_des_Flandres | 8.261020e-02 | True | None |
| 133 | 860924035999428608 | NaN | NaN | 2017-05-06 18:27:40 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @tallylott: h*ckin adorable promposal. 13/1... | 8.609145e+17 | 3.638908e+08 | 2017-05-06 17:49:42 +0000 | https://twitter.com/tallylott/status/860914485... | ... | envelope | 0.933016 | False | oscilloscope | 0.012591 | False | paper_towel | 1.117850e-02 | False | None |
| 137 | 860184849394610176 | NaN | NaN | 2017-05-04 17:30:24 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have perhaps the wisest dog of all. Ab... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/860184849... | ... | chimpanzee | 0.267612 | False | gorilla | 0.104293 | False | orangutan | 5.990750e-02 | False | None |
| 141 | 859196978902773760 | NaN | NaN | 2017-05-02 00:04:57 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. This is quite clearly a smo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/859196978... | ... | Angora | 0.224218 | False | malamute | 0.216163 | True | Persian_cat | 1.283830e-01 | False | None |
| 142 | 859074603037188101 | NaN | NaN | 2017-05-01 15:58:40 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have an exotic dog. Good at ukulele. F... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/859074603... | ... | revolver | 0.190292 | False | projectile | 0.149064 | False | fountain | 6.604660e-02 | False | None |
| 143 | 858843525470990336 | NaN | NaN | 2017-05-01 00:40:27 +0000 | <a href="http://twitter.com/download/iphone" r... | I have stumbled puppon a doggo painting party.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/858843525... | ... | golden_retriever | 0.578120 | True | Labrador_retriever | 0.286059 | True | bloodhound | 2.691730e-02 | True | None |
| 148 | 857393404942143489 | NaN | NaN | 2017-04-27 00:38:11 +0000 | <a href="http://twitter.com/download/iphone" r... | Instead of the usual nightly dog rate, I'm sha... | NaN | NaN | NaN | https://www.gofundme.com/meeko-needs-heart-sur... | ... | malamute | 0.841597 | True | Siberian_husky | 0.073644 | True | Eskimo_dog | 7.212860e-02 | True | None |
| 149 | 857263160327368704 | NaN | NaN | 2017-04-26 16:00:39 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Oscar and Oliver. Oliver shrunk Oscar.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/857263160... | ... | Samoyed | 0.998021 | True | Pomeranian | 0.000922 | True | keeshond | 3.112610e-04 | True | None |
| 153 | 856282028240666624 | NaN | NaN | 2017-04-23 23:01:59 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Cermet, Paesh, and Morple. They are ab... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/856282028... | ... | Chihuahua | 0.876543 | True | Italian_greyhound | 0.032962 | True | Cardigan | 2.077590e-02 | True | None |
| 155 | 855459453768019968 | NaN | NaN | 2017-04-21 16:33:22 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys, we only rate dogs. This is quite clearly... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/855459453... | ... | Blenheim_spaniel | 0.389513 | True | Pekinese | 0.188220 | True | Japanese_spaniel | 8.262820e-02 | True | None |
| 160 | 854010172552949760 | NaN | NaN | 2017-04-17 16:34:26 +0000 | <a href="http://twitter.com/download/iphone" r... | At first I thought this was a shy doggo, but i... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/854010172... | ... | English_springer | 0.354733 | True | collie | 0.177538 | True | Border_collie | 1.317060e-01 | True | None |
| 171 | 851861385021730816 | NaN | NaN | 2017-04-11 18:15:55 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @eddie_coe98: Thanks @dog_rates completed m... | 8.482894e+17 | 3.410211e+08 | 2017-04-01 21:42:03 +0000 | https://twitter.com/eddie_coe98/status/8482893... | ... | pencil_box | 0.662183 | False | purse | 0.066505 | False | pillow | 4.472530e-02 | False | None |
| 172 | 851591660324737024 | NaN | NaN | 2017-04-11 00:24:08 +0000 | <a href="http://twitter.com/download/iphone" r... | Oh jeez u did me quite the spook little fella.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/851591660... | ... | Cardigan | 0.394507 | True | Chihuahua | 0.077254 | True | French_bulldog | 7.655880e-02 | True | None |
| 179 | 849776966551130114 | NaN | NaN | 2017-04-06 00:13:11 +0000 | <a href="http://twitter.com/download/iphone" r... | Seriously guys? Again? We only rate dogs. Plea... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/849776966... | ... | Chihuahua | 0.292092 | True | toy_terrier | 0.136852 | True | bonnet | 1.031110e-01 | False | None |
| 181 | 849336543269576704 | NaN | NaN | 2017-04-04 19:03:06 +0000 | <a href="http://twitter.com/download/iphone" r... | At first I thought this was a dog because of t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/849336543... | ... | patio | 0.521788 | False | prison | 0.149544 | False | restaurant | 2.715260e-02 | False | None |
| 183 | 848690551926992896 | NaN | NaN | 2017-04-03 00:16:10 +0000 | <a href="http://twitter.com/download/iphone" r... | Please stop sending in animals other than dogs... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/848690551... | ... | flat-coated_retriever | 0.823648 | True | Newfoundland | 0.100571 | True | groenendael | 3.830970e-02 | True | None |
| 186 | 847971574464610304 | NaN | NaN | 2017-04-01 00:39:12 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @basic_vacek_: I love my new mug easy 13/10... | 8.479710e+17 | 5.970642e+08 | 2017-04-01 00:36:55 +0000 | https://twitter.com/basic_vacek_/status/847971... | ... | coffee_mug | 0.633652 | False | cup | 0.273392 | False | toilet_tissue | 6.665580e-02 | False | None |
| 192 | 847116187444137987 | NaN | NaN | 2017-03-29 16:00:12 +0000 | <a href="http://twitter.com/download/iphone" r... | Unbelievable... We. Only. Rate. Dogs. Please s... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/847116187... | ... | white_wolf | 0.128935 | False | American_Staffordshire_terrier | 0.113434 | True | dingo | 8.123140e-02 | False | None |
| 196 | 846042936437604353 | NaN | NaN | 2017-03-26 16:55:29 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Jarvis. The snow pupsets him. Officially ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/846042936... | ... | golden_retriever | 0.961110 | True | Labrador_retriever | 0.016695 | True | Tibetan_mastiff | 9.081530e-03 | True | None |
| 197 | 845812042753855489 | NaN | NaN | 2017-03-26 01:38:00 +0000 | <a href="http://twitter.com/download/iphone" r... | We usually don't rate polar bears but this one... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/845812042... | ... | Samoyed | 0.979803 | True | chow | 0.015923 | True | white_wolf | 1.302790e-03 | False | None |
| 198 | 845677943972139009 | NaN | NaN | 2017-03-25 16:45:08 +0000 | <a href="http://twitter.com/download/iphone" r... | C'mon guys. Please only send in dogs. We only ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/845677943... | ... | chow | 0.808681 | True | groenendael | 0.123141 | True | Newfoundland | 2.214320e-02 | True | None |
| 201 | 844979544864018432 | 7.590995e+17 | 4.196984e+09 | 2017-03-23 18:29:57 +0000 | <a href="http://twitter.com/download/iphone" r... | PUPDATE: I'm proud to announce that Toby is 23... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/844979544... | ... | tennis_ball | 0.999281 | False | racket | 0.000370 | False | Shetland_sheepdog | 1.320680e-04 | True | None |
| 206 | 843856843873095681 | NaN | NaN | 2017-03-20 16:08:44 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Sadie and Daisy. They do all thei... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/843856843... | ... | Labrador_retriever | 0.922540 | True | golden_retriever | 0.074358 | True | Great_Pyrenees | 2.324950e-03 | True | None |
| 217 | 841439858740625411 | NaN | NaN | 2017-03-14 00:04:30 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have some incredible doggos for #K9Vet... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/841439858... | ... | military_uniform | 0.853684 | False | Labrador_retriever | 0.048200 | True | groenendael | 1.539440e-02 | True | None |
| 221 | 840632337062862849 | NaN | NaN | 2017-03-11 18:35:42 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Maddie and Gunner. They are consi... | NaN | NaN | NaN | https://www.gofundme.com/3hgsuu0,https://twitt... | ... | golden_retriever | 0.711148 | True | cocker_spaniel | 0.157929 | True | Labrador_retriever | 5.958190e-02 | True | None |
| 226 | 839290600511926273 | NaN | NaN | 2017-03-08 01:44:07 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @alexmartindawg: THE DRINK IS DR. PUPPER 10... | 8.392899e+17 | 4.119842e+07 | 2017-03-08 01:41:24 +0000 | https://twitter.com/alexmartindawg/status/8392... | ... | web_site | 0.670892 | False | monitor | 0.101565 | False | screen | 7.530610e-02 | False | None |
| 229 | 838916489579200512 | NaN | NaN | 2017-03-07 00:57:32 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @KibaDva: I collected all the good dogs!! 1... | 8.389060e+17 | 8.117408e+08 | 2017-03-07 00:15:46 +0000 | https://twitter.com/KibaDva/status/83890598062... | ... | web_site | 0.993651 | False | monitor | 0.001406 | False | envelope | 1.093090e-03 | False | None |
| 233 | 837820167694528512 | NaN | NaN | 2017-03-04 00:21:08 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a pupper before and after being asked "... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/837820167... | ... | golden_retriever | 0.887625 | True | Labrador_retriever | 0.068718 | True | kuvasz | 3.038680e-02 | True | None |
| 238 | 837012587749474308 | NaN | NaN | 2017-03-01 18:52:06 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @KennyFromDaBlok: 14/10 h*ckin good hats. w... | 8.370113e+17 | 7.266347e+08 | 2017-03-01 18:47:10 +0000 | https://twitter.com/KennyFromDaBlok/status/837... | ... | toilet_tissue | 0.186387 | False | cowboy_hat | 0.158555 | False | sombrero | 1.494700e-01 | False | None |
| 248 | 835172783151792128 | NaN | NaN | 2017-02-24 17:01:22 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Please don't send in any no... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/835172783... | ... | Border_collie | 0.663138 | True | collie | 0.152494 | True | Cardigan | 3.547060e-02 | True | None |
| 249 | 835152434251116546 | NaN | NaN | 2017-02-24 15:40:31 +0000 | <a href="http://twitter.com/download/iphone" r... | When you're so blinded by your systematic plag... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/835152434... | ... | swing | 0.967066 | False | American_Staffordshire_terrier | 0.012731 | True | Staffordshire_bullterrier | 7.039220e-03 | True | None |
| 252 | 834574053763584002 | NaN | NaN | 2017-02-23 01:22:14 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a doggo fully pupared for a shower. H*c... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/834574053... | ... | toilet_tissue | 0.262936 | False | golden_retriever | 0.226564 | True | bathtub | 7.887900e-02 | False | None |
| 253 | 834458053273591808 | NaN | NaN | 2017-02-22 17:41:18 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Chester (bottom) & Harold (top). They... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/834458053... | ... | Rhodesian_ridgeback | 0.468619 | True | whippet | 0.177531 | True | redbone | 1.065520e-01 | True | None |
| 263 | 832769181346996225 | NaN | NaN | 2017-02-18 01:50:19 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @EmilieGambril: 12/10 h*cking excited about... | 8.327664e+17 | 4.871977e+08 | 2017-02-18 01:39:12 +0000 | https://twitter.com/EmilieGambril/status/83276... | ... | jersey | 0.895698 | False | sweatshirt | 0.089085 | False | poncho | 2.975220e-03 | False | None |
| 278 | 831315979191906304 | NaN | NaN | 2017-02-14 01:35:49 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | I couldn't make it to the #WKCDogShow BUT I ha... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/831315979... | ... | briard | 0.982755 | True | soft-coated_wheaten_terrier | 0.009084 | True | Bouvier_des_Flandres | 4.692800e-03 | True | None |
| 293 | 828650029636317184 | NaN | NaN | 2017-02-06 17:02:17 +0000 | <a href="http://twitter.com/download/iphone" r... | Occasionally, we're sent fantastic stories. Th... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/828650029... | ... | golden_retriever | 0.649209 | True | Chesapeake_Bay_retriever | 0.198560 | True | vizsla | 5.619990e-02 | True | None |
| 300 | 828011680017821696 | NaN | NaN | 2017-02-04 22:45:42 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Brutus and Jersey. They think the... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/828011680... | ... | American_Staffordshire_terrier | 0.936662 | True | Staffordshire_bullterrier | 0.032999 | True | bull_mastiff | 1.718340e-02 | True | None |
| 310 | 826240494070030336 | NaN | NaN | 2017-01-31 01:27:39 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Please don't send in any mo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/826240494... | ... | French_bulldog | 0.903048 | True | pug | 0.096242 | True | Boston_bull | 2.343640e-04 | True | None |
| 311 | 826204788643753985 | NaN | NaN | 2017-01-30 23:05:46 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a little more info on Dew, your favorit... | NaN | NaN | NaN | http://us.blastingnews.com/news/2017/01/kentuc... | ... | Labrador_retriever | 0.782058 | True | golden_retriever | 0.156581 | True | soft-coated_wheaten_terrier | 7.275120e-03 | True | None |
| 321 | 824325613288833024 | NaN | NaN | 2017-01-25 18:38:36 +0000 | <a href="http://twitter.com/download/iphone" r... | Retweet the h*ck out of this 13/10 pupper #Bel... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/824325613... | ... | Pembroke | 0.990793 | True | Cardigan | 0.008919 | True | basenji | 2.622640e-04 | True | None |
| 327 | 823269594223824897 | NaN | NaN | 2017-01-22 20:42:21 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: We only rate dogs. Please don't... | 8.222448e+17 | 4.196984e+09 | 2017-01-20 00:50:15 +0000 | https://twitter.com/dog_rates/status/822244816... | ... | Samoyed | 0.585441 | True | Pomeranian | 0.193654 | True | Arctic_fox | 7.164760e-02 | False | None |
| 329 | 822872901745569793 | NaN | NaN | 2017-01-21 18:26:02 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a super supportive puppo participating ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/822872901... | ... | Lakeland_terrier | 0.196015 | True | Labrador_retriever | 0.160329 | True | Irish_terrier | 6.912620e-02 | True | None |
| 332 | 822610361945911296 | NaN | NaN | 2017-01-21 01:02:48 +0000 | <a href="http://twitter.com/download/iphone" r... | Please stop sending in non-canines like this V... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/822610361... | ... | cocker_spaniel | 0.664487 | True | Norfolk_terrier | 0.075089 | True | Norwich_terrier | 5.964390e-02 | True | None |
| 335 | 822244816520155136 | NaN | NaN | 2017-01-20 00:50:15 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Please don't send pics of m... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/822244816... | ... | Samoyed | 0.585441 | True | Pomeranian | 0.193654 | True | Arctic_fox | 7.164760e-02 | False | None |
| 345 | 820690176645140481 | NaN | NaN | 2017-01-15 17:52:40 +0000 | <a href="http://twitter.com/download/iphone" r... | The floofs have been released I repeat the flo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/820690176... | ... | West_Highland_white_terrier | 0.872064 | True | kuvasz | 0.059526 | True | Samoyed | 3.739960e-02 | True | None |
| 347 | 820314633777061888 | NaN | NaN | 2017-01-14 17:00:24 +0000 | <a href="http://twitter.com/download/iphone" r... | We are proud to support @LoveYourMelon on thei... | NaN | NaN | NaN | https://www.loveyourmelon.com/pages/ourstory,h... | ... | Gordon_setter | 0.940724 | True | black-and-tan_coonhound | 0.042041 | True | Rottweiler | 9.417430e-03 | True | None |
| 348 | 820078625395449857 | NaN | NaN | 2017-01-14 01:22:35 +0000 | <a href="http://twitter.com/download/iphone" r... | I've never wanted to go to a camp more in my e... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/820078625... | ... | school_bus | 0.999833 | False | cab | 0.000160 | False | crane | 1.799800e-06 | False | None |
| 353 | 819347104292290561 | NaN | NaN | 2017-01-12 00:55:47 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Anna and Elsa. They fall asleep i... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/819347104... | ... | Rottweiler | 0.909106 | True | black-and-tan_coonhound | 0.044120 | True | Doberman | 3.183490e-02 | True | None |
| 367 | 817536400337801217 | NaN | NaN | 2017-01-07 01:00:41 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Eugene & Patti Melt. No matte... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/817536400... | ... | pug | 0.971358 | True | French_bulldog | 0.028518 | True | Boston_bull | 8.596980e-05 | True | None |
| 370 | 817181837579653120 | NaN | NaN | 2017-01-06 01:31:47 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: Here's a pupper with squeaky hi... | 8.159661e+17 | 4.196984e+09 | 2017-01-02 17:00:46 +0000 | https://twitter.com/dog_rates/status/815966073... | ... | Tibetan_mastiff | 0.506312 | True | Tibetan_terrier | 0.295690 | True | otterhound | 3.625070e-02 | True | None |
| 372 | 817120970343411712 | NaN | NaN | 2017-01-05 21:29:55 +0000 | <a href="http://twitter.com/download/iphone" r... | Name a more iconic quartet... I'll wait. 13/10... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/817120970... | ... | Saluki | 0.568809 | True | Afghan_hound | 0.229352 | True | golden_retriever | 1.571300e-01 | True | None |
| 382 | 815966073409433600 | NaN | NaN | 2017-01-02 17:00:46 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a pupper with squeaky hiccups. Please e... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/815966073... | ... | Tibetan_mastiff | 0.506312 | True | Tibetan_terrier | 0.295690 | True | otterhound | 3.625070e-02 | True | None |
| 385 | 815390420867969024 | NaN | NaN | 2017-01-01 02:53:20 +0000 | <a href="http://twitter.com/download/iphone" r... | Happy New Year from the squad! 13/10 for all h... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/815390420... | ... | restaurant | 0.279846 | False | toyshop | 0.091429 | False | paper_towel | 4.614740e-02 | False | None |
| 392 | 813812741911748608 | NaN | NaN | 2016-12-27 18:24:12 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Gary, Carrie Fisher's dog. Idk what I can... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/813812741... | ... | French_bulldog | 0.709146 | True | Boston_bull | 0.247621 | True | boxer | 1.885510e-02 | True | None |
| 395 | 813202720496779264 | NaN | NaN | 2016-12-26 02:00:11 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a doggo who has concluded that Christma... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/813202720... | ... | cocker_spaniel | 0.701852 | True | golden_retriever | 0.120345 | True | Labrador_retriever | 3.632020e-02 | True | None |
| 396 | 813187593374461952 | NaN | NaN | 2016-12-26 01:00:05 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Please don't send in other ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/813187593... | ... | golden_retriever | 0.888181 | True | Labrador_retriever | 0.042312 | True | Saluki | 9.701730e-03 | True | None |
| 400 | 813127251579564032 | NaN | NaN | 2016-12-25 21:00:18 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's an anonymous doggo that appears to be v... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/813127251... | ... | Norwegian_elkhound | 0.432416 | True | whippet | 0.374223 | True | Siberian_husky | 3.246260e-02 | True | None |
| 407 | 812709060537683968 | NaN | NaN | 2016-12-24 17:18:34 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Brandi and Harley. They are practicing... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/812709060... | ... | Irish_setter | 0.326873 | True | golden_retriever | 0.182610 | True | Leonberg | 1.569120e-01 | True | None |
| 420 | 809920764300447744 | NaN | NaN | 2016-12-17 00:38:52 +0000 | <a href="http://twitter.com/download/iphone" r... | Please only send in dogs. We only rate dogs, n... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/809920764... | ... | Norwich_terrier | 0.397163 | True | toy_poodle | 0.274540 | True | miniature_poodle | 1.346670e-01 | True | None |
| 422 | 809448704142938112 | NaN | NaN | 2016-12-15 17:23:04 +0000 | <a href="http://twitter.com/download/iphone" r... | I call this one "A Blep by the Sea" 12/10 http... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/809448704... | ... | Greater_Swiss_Mountain_dog | 0.375415 | True | Cardigan | 0.134317 | True | English_springer | 7.369710e-02 | True | None |
| 425 | 808838249661788160 | NaN | NaN | 2016-12-14 00:57:20 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Ito. He'll be your uber driver tonight... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/808838249... | ... | Rottweiler | 0.369530 | True | miniature_pinscher | 0.194867 | True | kelpie | 1.601040e-01 | True | None |
| 426 | 808733504066486276 | NaN | NaN | 2016-12-13 18:01:07 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a pupper in a onesie. Quite pupset abou... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/808733504... | ... | seat_belt | 0.779137 | False | toy_poodle | 0.036927 | True | golden_retriever | 1.697250e-02 | True | None |
| 428 | 808134635716833280 | NaN | NaN | 2016-12-12 02:21:26 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: This is Milo. I would do terrib... | 8.011679e+17 | 4.196984e+09 | 2016-11-22 20:58:07 +0000 | https://twitter.com/dog_rates/status/801167903... | ... | cocker_spaniel | 0.740220 | True | Dandie_Dinmont | 0.061604 | True | English_setter | 4.133140e-02 | True | None |
| 429 | 808106460588765185 | NaN | NaN | 2016-12-12 00:29:28 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have Burke (pupper) and Dexter (doggo)... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/808106460... | ... | golden_retriever | 0.426183 | True | Labrador_retriever | 0.257447 | True | Great_Pyrenees | 1.264820e-01 | True | None |
| 438 | 806219024703037440 | NaN | NaN | 2016-12-06 19:29:28 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Please stop sending in non-... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/806219024... | ... | chow | 0.835102 | True | Pomeranian | 0.040783 | True | Eskimo_dog | 2.127450e-02 | True | None |
| 443 | 805487436403003392 | NaN | NaN | 2016-12-04 19:02:24 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Sansa and Gary. They run along the fence ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/805487436... | ... | shield | 0.587830 | False | barrel | 0.090180 | False | sundial | 6.919860e-02 | False | None |
| 449 | 803692223237865472 | NaN | NaN | 2016-11-29 20:08:52 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: I present to you... Dog Jesus. ... | 6.914169e+17 | 4.196984e+09 | 2016-01-25 00:26:41 +0000 | https://twitter.com/dog_rates/status/691416866... | ... | Lakeland_terrier | 0.530104 | True | Irish_terrier | 0.197314 | True | Airedale | 8.251460e-02 | True | None |
| 450 | 803638050916102144 | NaN | NaN | 2016-11-29 16:33:36 +0000 | <a href="http://twitter.com/download/iphone" r... | Pupper hath acquire enemy. 13/10 https://t.co/... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/803638050... | ... | Labrador_retriever | 0.372776 | True | golden_retriever | 0.343666 | True | Great_Pyrenees | 6.724230e-02 | True | None |
| 454 | 802624713319034886 | NaN | NaN | 2016-11-26 21:26:58 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: "Yep... just as I suspected. Yo... | 7.776842e+17 | 4.196984e+09 | 2016-09-19 01:42:24 +0000 | https://twitter.com/dog_rates/status/777684233... | ... | cocker_spaniel | 0.253442 | True | golden_retriever | 0.162850 | True | otterhound | 1.109210e-01 | True | None |
| 457 | 802265048156610565 | 7.331095e+17 | 4.196984e+09 | 2016-11-25 21:37:47 +0000 | <a href="http://twitter.com/download/iphone" r... | Like doggo, like pupper version 2. Both 11/10 ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/802265048... | ... | Labrador_retriever | 0.897162 | True | beagle | 0.016895 | True | Rhodesian_ridgeback | 1.206060e-02 | True | None |
| 458 | 802247111496568832 | NaN | NaN | 2016-11-25 20:26:31 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: Everybody drop what you're doin... | 7.790561e+17 | 4.196984e+09 | 2016-09-22 20:33:42 +0000 | https://twitter.com/dog_rates/status/779056095... | ... | Chihuahua | 0.721188 | True | toy_terrier | 0.112943 | True | kelpie | 5.336450e-02 | True | None |
| 459 | 802239329049477120 | NaN | NaN | 2016-11-25 19:55:35 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Loki. He'll do your taxes for you. Can... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/802239329... | ... | Eskimo_dog | 0.482498 | True | Siberian_husky | 0.335774 | True | malamute | 1.345890e-01 | True | None |
| 461 | 801538201127157760 | NaN | NaN | 2016-11-23 21:29:33 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Wallace. He'll be your chau-fur this e... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/801538201... | ... | Pembroke | 0.550506 | True | Cardigan | 0.306612 | True | Shetland_sheepdog | 5.423000e-02 | True | None |
| 462 | 801285448605831168 | NaN | NaN | 2016-11-23 04:45:12 +0000 | <a href="http://twitter.com/download/iphone" r... | oh h*ck 10/10 https://t.co/bC69RrW559 | NaN | NaN | NaN | https://twitter.com/dog_rates/status/801285448... | ... | minivan | 0.789376 | False | beach_wagon | 0.081125 | False | convertible | 6.453380e-02 | False | None |
| 463 | 801167903437357056 | NaN | NaN | 2016-11-22 20:58:07 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Milo. I would do terrible things for M... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/801167903... | ... | cocker_spaniel | 0.740220 | True | Dandie_Dinmont | 0.061604 | True | English_setter | 4.133140e-02 | True | None |
| 465 | 800751577355128832 | NaN | NaN | 2016-11-21 17:23:47 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Mauve and Murphy. They're rather ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/800751577... | ... | cocker_spaniel | 0.771984 | True | miniature_poodle | 0.076653 | True | toy_poodle | 3.961830e-02 | True | None |
| 466 | 800513324630806528 | NaN | NaN | 2016-11-21 01:37:04 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Chef. Chef loves everyone and wants ev... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/800513324... | ... | Pembroke | 0.828904 | True | Cardigan | 0.167373 | True | Chihuahua | 7.659340e-04 | True | None |
| 467 | 800459316964663297 | NaN | NaN | 2016-11-20 22:02:27 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a very sleepy pupper. Appears to be por... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/800459316... | ... | teddy | 0.311928 | False | ice_bear | 0.184657 | False | Christmas_stocking | 1.732290e-01 | False | None |
| 471 | 800018252395122689 | NaN | NaN | 2016-11-19 16:49:49 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a doggo doin a struggle. 11/10 much det... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/800018252... | ... | vacuum | 0.289485 | False | punching_bag | 0.243297 | False | barbell | 1.436300e-01 | False | None |
| 480 | 798694562394996736 | NaN | NaN | 2016-11-16 01:09:57 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: I'm not sure what's happening h... | 7.012147e+17 | 4.196984e+09 | 2016-02-21 01:19:47 +0000 | https://twitter.com/dog_rates/status/701214700... | ... | Chihuahua | 0.615163 | True | Pembroke | 0.159509 | True | basenji | 8.446570e-02 | True | None |
| 484 | 798628517273620480 | NaN | NaN | 2016-11-15 20:47:30 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: This a Norwegian Pewterschmidt ... | 6.675094e+17 | 4.196984e+09 | 2015-11-20 01:06:48 +0000 | https://twitter.com/dog_rates/status/667509364... | ... | beagle | 0.636169 | True | Labrador_retriever | 0.119256 | True | golden_retriever | 8.254920e-02 | True | None |
| 485 | 798340744599797760 | NaN | NaN | 2016-11-15 01:44:00 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: This is Davey. He'll have your ... | 7.717705e+17 | 4.196984e+09 | 2016-09-02 18:03:10 +0000 | https://twitter.com/dog_rates/status/771770456... | ... | papillon | 0.533180 | True | collie | 0.192031 | True | Border_collie | 1.216260e-01 | True | None |
| 492 | 796484825502875648 | NaN | NaN | 2016-11-09 22:49:15 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a sleepy doggo that requested some assi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/796484825... | ... | cocker_spaniel | 0.116924 | True | seat_belt | 0.107511 | False | Australian_terrier | 9.984340e-02 | True | None |
| 496 | 796116448414461957 | NaN | NaN | 2016-11-08 22:25:27 +0000 | <a href="http://twitter.com/download/iphone" r... | I didn't believe it at first but now I can see... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/796116448... | ... | Cardigan | 0.700182 | True | Pembroke | 0.260738 | True | papillon | 1.710990e-02 | True | None |
| 499 | 795464331001561088 | NaN | NaN | 2016-11-07 03:14:10 +0000 | <a href="http://twitter.com/download/iphone" r... | Elder doggo does a splash. Both 13/10 incredib... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/795464331... | ... | golden_retriever | 0.193082 | True | Chesapeake_Bay_retriever | 0.157927 | True | soft-coated_wheaten_terrier | 1.246840e-01 | True | None |
| 514 | 793256262322548741 | NaN | NaN | 2016-11-01 01:00:05 +0000 | <a href="http://twitter.com/download/iphone" r... | Oh h*ck look at this spookling right here. Fri... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/793256262... | ... | basset | 0.207622 | True | Walker_hound | 0.060574 | True | beagle | 4.122050e-02 | True | None |
| 522 | 793135492858580992 | NaN | NaN | 2016-10-31 17:00:11 +0000 | <a href="http://twitter.com/download/iphone" r... | Your favorite squad is looking extra h*ckin sp... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/793135492... | ... | bakery | 0.737041 | False | saltshaker | 0.052396 | False | teddy | 4.659260e-02 | False | None |
| 524 | 792913359805018113 | NaN | NaN | 2016-10-31 02:17:31 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a perfect example of someone who has t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/792913359... | ... | web_site | 0.226716 | False | lighter | 0.081941 | False | switch | 3.900860e-02 | False | None |
| 551 | 788070120937619456 | NaN | NaN | 2016-10-17 17:32:13 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: This is Bo and Ty. Bo eats pape... | 7.610045e+17 | 4.196984e+09 | 2016-08-04 01:03:17 +0000 | https://twitter.com/dog_rates/status/761004547... | ... | golden_retriever | 0.735163 | True | Sussex_spaniel | 0.064897 | True | Labrador_retriever | 4.770370e-02 | True | None |
| 552 | 788039637453406209 | NaN | NaN | 2016-10-17 15:31:05 +0000 | <a href="http://twitter.com/download/iphone" r... | Did... did they pick out that license plate? 1... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/788039637... | ... | beach_wagon | 0.362925 | False | minivan | 0.304759 | False | limousine | 1.017020e-01 | False | None |
| 559 | 786664955043049472 | NaN | NaN | 2016-10-13 20:28:35 +0000 | <a href="http://twitter.com/download/iphone" r... | "Honestly Kathleen I just want more Ken Bone" ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/786664955... | ... | Leonberg | 0.512034 | True | keeshond | 0.464816 | True | Pomeranian | 7.812490e-03 | True | None |
| 588 | 781661882474196992 | NaN | NaN | 2016-09-30 01:08:10 +0000 | <a href="http://twitter.com/download/iphone" r... | Who keeps sending in pictures without dogs in ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/781661882... | ... | Pembroke | 0.438087 | True | golden_retriever | 0.226954 | True | collie | 7.065160e-02 | True | None |
| 589 | 781524693396357120 | NaN | NaN | 2016-09-29 16:03:01 +0000 | <a href="http://twitter.com/download/iphone" r... | Idk why this keeps happening. We only rate dog... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/781524693... | ... | tennis_ball | 0.994712 | False | Chesapeake_Bay_retriever | 0.003523 | True | Labrador_retriever | 9.214390e-04 | True | None |
| 591 | 781163403222056960 | NaN | NaN | 2016-09-28 16:07:23 +0000 | <a href="http://twitter.com/download/iphone" r... | We normally don't rate lobsters, but this one ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/781163403... | ... | Shetland_sheepdog | 0.973841 | True | collie | 0.025188 | True | Border_collie | 2.973110e-04 | True | None |
| 592 | 780931614150983680 | NaN | NaN | 2016-09-28 00:46:20 +0000 | <a href="http://twitter.com/download/iphone" r... | I want to finally rate this iconic puppo who t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/780931614... | ... | padlock | 0.731564 | False | necklace | 0.065462 | False | chain | 3.646910e-02 | False | None |
| 596 | 780543529827336192 | NaN | NaN | 2016-09-26 23:04:13 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a perturbed super floof. 12/10 would sn... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/780543529... | ... | golden_retriever | 0.628312 | True | Labrador_retriever | 0.317365 | True | Tibetan_mastiff | 1.226010e-02 | True | None |
| 598 | 780476555013349377 | NaN | NaN | 2016-09-26 18:38:05 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @Patreon: Well. @dog_rates is on Patreon. \... | 7.804657e+17 | 1.228326e+09 | 2016-09-26 17:55:00 +0000 | https://www.patreon.com/WeRateDogs,https://twi... | ... | pug | 0.919255 | True | French_bulldog | 0.032350 | True | bull_mastiff | 2.846790e-02 | True | None |
| 600 | 780192070812196864 | NaN | NaN | 2016-09-25 23:47:39 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Pls stop sending in non-can... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/780192070... | ... | vizsla | 0.144012 | True | mongoose | 0.091474 | False | hatchet | 7.354470e-02 | False | None |
| 602 | 779377524342161408 | NaN | NaN | 2016-09-23 17:50:56 +0000 | <a href="http://twitter.com/download/iphone" r... | Have you ever seen such a smol pupper? Portabl... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/779377524... | ... | sundial | 0.170921 | False | cash_machine | 0.060359 | False | maze | 5.498140e-02 | False | None |
| 604 | 779056095788752897 | NaN | NaN | 2016-09-22 20:33:42 +0000 | <a href="http://twitter.com/download/iphone" r... | Everybody drop what you're doing and look at t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/779056095... | ... | Chihuahua | 0.721188 | True | toy_terrier | 0.112943 | True | kelpie | 5.336450e-02 | True | None |
| 609 | 778408200802557953 | NaN | NaN | 2016-09-21 01:39:11 +0000 | <a href="http://twitter.com/download/iphone" r... | RIP Loki. Thank you for the good times. You wi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/778408200... | ... | Pembroke | 0.848362 | True | Cardigan | 0.108124 | True | beagle | 1.194170e-02 | True | None |
| 610 | 778396591732486144 | NaN | NaN | 2016-09-21 00:53:04 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: This is an East African Chalupa... | 7.030419e+17 | 4.196984e+09 | 2016-02-26 02:20:37 +0000 | https://twitter.com/dog_rates/status/703041949... | ... | hippopotamus | 0.581403 | False | doormat | 0.152445 | False | sea_lion | 2.636430e-02 | False | None |
| 613 | 778039087836069888 | NaN | NaN | 2016-09-20 01:12:28 +0000 | <a href="http://twitter.com/download/iphone" r... | Evolution of a pupper yawn featuring Max. 12/1... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/778039087... | ... | German_shepherd | 0.717776 | True | malinois | 0.111175 | True | Norwegian_elkhound | 5.880240e-02 | True | None |
| 616 | 777684233540206592 | NaN | NaN | 2016-09-19 01:42:24 +0000 | <a href="http://twitter.com/download/iphone" r... | "Yep... just as I suspected. You're not flossi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/777684233... | ... | cocker_spaniel | 0.253442 | True | golden_retriever | 0.162850 | True | otterhound | 1.109210e-01 | True | None |
| 620 | 776819012571455488 | NaN | NaN | 2016-09-16 16:24:19 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: Everybody look at this beautifu... | 6.798284e+17 | 4.196984e+09 | 2015-12-24 00:58:27 +0000 | https://twitter.com/dog_rates/status/679828447... | ... | Chihuahua | 0.346545 | True | dalmatian | 0.166246 | True | toy_terrier | 1.175020e-01 | True | None |
| 626 | 776088319444877312 | NaN | NaN | 2016-09-14 16:00:49 +0000 | <a href="http://twitter.com/download/iphone" r... | I can't tap the screen to make the hearts appe... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/776088319... | ... | web_site | 0.999916 | False | pug | 0.000077 | True | menu | 2.164680e-06 | False | None |
| 627 | 775898661951791106 | NaN | NaN | 2016-09-14 03:27:11 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: Like father (doggo), like son (... | 7.331095e+17 | 4.196984e+09 | 2016-05-19 01:38:16 +0000 | https://twitter.com/dog_rates/status/733109485... | ... | golden_retriever | 0.945523 | True | Labrador_retriever | 0.042319 | True | doormat | 3.956260e-03 | False | None |
| 644 | 772877495989305348 | NaN | NaN | 2016-09-05 19:22:09 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | You need to watch these two doggos argue throu... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/772877495... | ... | tabby | 0.218303 | False | Norwegian_elkhound | 0.138523 | True | wombat | 7.421720e-02 | False | None |
| 647 | 772581559778025472 | NaN | NaN | 2016-09-04 23:46:12 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys this is getting so out of hand. We only r... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/772581559... | ... | Newfoundland | 0.574345 | True | Border_collie | 0.128352 | True | Saint_Bernard | 5.947550e-02 | True | None |
| 649 | 772152991789019136 | NaN | NaN | 2016-09-03 19:23:13 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a couple rufferees making sure all the ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/772152991... | ... | golden_retriever | 0.275318 | True | Irish_setter | 0.100988 | True | vizsla | 7.352490e-02 | True | None |
| 653 | 771770456517009408 | NaN | NaN | 2016-09-02 18:03:10 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Davey. He'll have your daughter home b... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/771770456... | ... | papillon | 0.533180 | True | collie | 0.192031 | True | Border_collie | 1.216260e-01 | True | None |
| 659 | 771014301343748096 | NaN | NaN | 2016-08-31 15:58:28 +0000 | <a href="http://twitter.com/download/iphone" r... | Another pic without a dog in it? What am I sup... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/771014301... | ... | meerkat | 0.202335 | False | doormat | 0.111790 | False | macaque | 8.892530e-02 | False | None |
| 662 | 770655142660169732 | NaN | NaN | 2016-08-30 16:11:18 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Pls stop sending in non-can... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/770655142... | ... | Madagascar_cat | 0.494803 | False | skunk | 0.161184 | False | paper_towel | 9.157150e-02 | False | None |
| 664 | 770293558247038976 | NaN | NaN | 2016-08-29 16:14:30 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Jackson. There's nothing abnormal abou... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/770293558... | ... | Italian_greyhound | 0.931668 | True | Mexican_hairless | 0.038896 | True | whippet | 1.315140e-02 | True | None |
| 665 | 770093767776997377 | NaN | NaN | 2016-08-29 03:00:36 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: This is just downright precious... | 7.410673e+17 | 4.196984e+09 | 2016-06-10 00:39:48 +0000 | https://twitter.com/dog_rates/status/741067306... | ... | golden_retriever | 0.843799 | True | Labrador_retriever | 0.052956 | True | kelpie | 3.571110e-02 | True | None |
| 673 | 768596291618299904 | NaN | NaN | 2016-08-24 23:50:10 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Oakley and Charlie. They're convi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/768596291... | ... | Great_Pyrenees | 0.729745 | True | golden_retriever | 0.237961 | True | Labrador_retriever | 2.090330e-02 | True | None |
| 679 | 767191397493538821 | NaN | NaN | 2016-08-21 02:47:37 +0000 | <a href="http://twitter.com/download/iphone" r... | I don't know any of the backstory behind this ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/767191397... | ... | patio | 0.708665 | False | boathouse | 0.110056 | False | pier | 3.953230e-02 | False | None |
| 699 | 762471784394268675 | NaN | NaN | 2016-08-08 02:13:34 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Glenn. Being in public scares him. Fright... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/762471784... | ... | Samoyed | 0.540276 | True | standard_poodle | 0.279802 | True | toy_poodle | 1.020580e-01 | True | None |
| 702 | 762035686371364864 | NaN | NaN | 2016-08-06 21:20:40 +0000 | <a href="http://twitter.com/download/iphone" r... | This left me speechless. 14/10 heckin heroic a... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/762035686... | ... | home_theater | 0.063152 | False | cash_machine | 0.046692 | False | theater_curtain | 4.627680e-02 | False | None |
| 704 | 761750502866649088 | NaN | NaN | 2016-08-06 02:27:27 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: "Tristan do not speak to me wit... | 6.853251e+17 | 4.196984e+09 | 2016-01-08 05:00:14 +0000 | https://twitter.com/dog_rates/status/685325112... | ... | golden_retriever | 0.586937 | True | Labrador_retriever | 0.398260 | True | kuvasz | 5.409690e-03 | True | None |
| 705 | 761745352076779520 | NaN | NaN | 2016-08-06 02:06:59 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys.. we only rate dogs. Pls don't send any m... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/761745352... | ... | paddle | 0.393118 | False | canoe | 0.178088 | False | lakeside | 9.971260e-02 | False | None |
| 706 | 761672994376806400 | NaN | NaN | 2016-08-05 21:19:27 +0000 | <a href="http://twitter.com/download/iphone" r... | Ohboyohboyohboyohboyohboyohboyohboyohboyohboyo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/761672994... | ... | gondola | 0.318851 | False | sea_lion | 0.306525 | False | pool_table | 1.115650e-01 | False | None |
| 708 | 761371037149827077 | NaN | NaN | 2016-08-05 01:19:35 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: Oh. My. God. 13/10 magical af h... | 7.116948e+17 | 4.196984e+09 | 2016-03-20 23:23:54 +0000 | https://twitter.com/dog_rates/status/711694788... | ... | brown_bear | 0.713293 | False | Indian_elephant | 0.172844 | False | water_buffalo | 3.890220e-02 | False | None |
| 712 | 761004547850530816 | NaN | NaN | 2016-08-04 01:03:17 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Bo and Ty. Bo eats paper and Ty felt l... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/761004547... | ... | golden_retriever | 0.735163 | True | Sussex_spaniel | 0.064897 | True | Labrador_retriever | 4.770370e-02 | True | None |
| 720 | 759923798737051648 | NaN | NaN | 2016-08-01 01:28:46 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs... this is a Taiwanese Guide... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/759923798... | ... | Labrador_retriever | 0.324579 | True | seat_belt | 0.109168 | False | pug | 1.024660e-01 | True | None |
| 722 | 759793422261743616 | NaN | NaN | 2016-07-31 16:50:42 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Maggie & Lila. Maggie is the doggo, L... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/759793422... | ... | golden_retriever | 0.985876 | True | Labrador_retriever | 0.001948 | True | kuvasz | 1.751740e-03 | True | None |
| 723 | 759566828574212096 | NaN | NaN | 2016-07-31 01:50:18 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: This... is a Tyrannosaurus rex.... | 7.395441e+17 | 4.196984e+09 | 2016-06-05 19:47:03 +0000 | https://twitter.com/dog_rates/status/739544079... | ... | Labrador_retriever | 0.967397 | True | golden_retriever | 0.016641 | True | ice_bear | 1.485760e-02 | False | None |
| 727 | 759159934323924993 | NaN | NaN | 2016-07-29 22:53:27 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: AT DAWN...\nWE RIDE\n\n11/10 ht... | 6.703191e+17 | 4.196984e+09 | 2015-11-27 19:11:49 +0000 | https://twitter.com/dog_rates/status/670319130... | ... | Irish_terrier | 0.254856 | True | briard | 0.227716 | True | soft-coated_wheaten_terrier | 2.232630e-01 | True | None |
| 730 | 758854675097526272 | NaN | NaN | 2016-07-29 02:40:28 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Lilli Bee & Honey Bear. Unfortunat... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/758854675... | ... | barrow | 0.974047 | False | Old_English_sheepdog | 0.023791 | True | komondor | 1.246300e-03 | True | None |
| 734 | 758467244762497024 | NaN | NaN | 2016-07-28 01:00:57 +0000 | <a href="http://twitter.com/download/iphone" r... | Why does this never happen at my front door...... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/758467244... | ... | Labrador_retriever | 0.436377 | True | Chihuahua | 0.113956 | True | American_Staffordshire_terrier | 9.968910e-02 | True | None |
| 737 | 758041019896193024 | NaN | NaN | 2016-07-26 20:47:17 +0000 | <a href="http://twitter.com/download/iphone" r... | Teagan reads entire books in store so they're ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/758041019... | ... | bookshop | 0.794272 | False | Cardigan | 0.051265 | True | Bernese_mountain_dog | 2.659630e-02 | True | None |
| 742 | 757597904299253760 | NaN | NaN | 2016-07-25 15:26:30 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @jon_hill987: @dog_rates There is a cunning... | 7.575971e+17 | 2.804798e+08 | 2016-07-25 15:23:28 +0000 | https://twitter.com/jon_hill987/status/7575971... | ... | doormat | 0.836106 | False | wallet | 0.056627 | False | purse | 5.133350e-02 | False | None |
| 743 | 757596066325864448 | NaN | NaN | 2016-07-25 15:19:12 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's another picture without a dog in it. Id... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/757596066... | ... | doormat | 0.845256 | False | wallet | 0.095718 | False | wool | 2.607190e-02 | False | None |
| 750 | 756526248105566208 | NaN | NaN | 2016-07-22 16:28:07 +0000 | <a href="http://twitter.com/download/iphone" r... | All hail sky doggo. 13/10 would jump super hig... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/756526248... | ... | geyser | 0.991273 | False | volcano | 0.004673 | False | fountain | 1.234030e-03 | False | None |
| 751 | 756303284449767430 | NaN | NaN | 2016-07-22 01:42:09 +0000 | <a href="http://twitter.com/download/iphone" r... | Pwease accept dis rose on behalf of dog. 11/10... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/756303284... | ... | golden_retriever | 0.981652 | True | cocker_spaniel | 0.006790 | True | Labrador_retriever | 4.324510e-03 | True | None |
| 753 | 756275833623502848 | NaN | NaN | 2016-07-21 23:53:04 +0000 | <a href="http://twitter.com/download/iphone" r... | When ur older siblings get to play in the deep... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/756275833... | ... | Airedale | 0.602957 | True | Irish_terrier | 0.086981 | True | bloodhound | 8.627650e-02 | True | None |
| 754 | 755955933503782912 | NaN | NaN | 2016-07-21 02:41:54 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a frustrated pupper attempting to escap... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/755955933... | ... | Pekinese | 0.596882 | True | Maltese_dog | 0.176478 | True | Great_Pyrenees | 2.677530e-02 | True | None |
| 755 | 755206590534418437 | NaN | NaN | 2016-07-19 01:04:16 +0000 | <a href="http://twitter.com/download/iphone" r... | This is one of the most inspirational stories ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/755206590... | ... | web_site | 0.906673 | False | printer | 0.008600 | False | carton | 4.533190e-03 | False | None |
| 762 | 754120377874386944 | NaN | NaN | 2016-07-16 01:08:03 +0000 | <a href="http://twitter.com/download/iphone" r... | When you hear your owner say they need to hatc... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/754120377... | ... | chow | 0.168909 | True | Norfolk_terrier | 0.129114 | True | Pomeranian | 1.208220e-01 | True | None |
| 764 | 753655901052166144 | NaN | NaN | 2016-07-14 18:22:23 +0000 | <a href="http://twitter.com/download/iphone" r... | "The dogtor is in hahahaha no but seriously I'... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/753655901... | ... | miniature_pinscher | 0.456092 | True | toy_terrier | 0.153126 | True | Italian_greyhound | 1.441470e-01 | True | None |
| 765 | 753420520834629632 | NaN | NaN | 2016-07-14 02:47:04 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we are witnessing an isolated squad of bo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/753420520... | ... | balloon | 0.267961 | False | lakeside | 0.085764 | False | rapeseed | 4.080890e-02 | False | None |
| 771 | 752682090207055872 | NaN | NaN | 2016-07-12 01:52:49 +0000 | <a href="http://twitter.com/download/iphone" r... | Nothing better than a doggo and a sunset. 10/1... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/752682090... | ... | German_shepherd | 0.299966 | True | Eskimo_dog | 0.278355 | True | Siberian_husky | 1.785200e-01 | True | None |
| 772 | 752660715232722944 | NaN | NaN | 2016-07-12 00:27:52 +0000 | <a href="http://twitter.com/download/iphone" r... | Hooman used Pokeball\n*wiggle*\n*wiggle*\nDogg... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/752660715... | ... | goose | 0.339324 | False | English_setter | 0.050512 | True | basset | 4.909330e-02 | True | None |
| 773 | 752519690950500352 | NaN | NaN | 2016-07-11 15:07:30 +0000 | <a href="http://twitter.com/download/iphone" r... | Hopefully this puppo on a swing will help get ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/752519690... | ... | swing | 0.999984 | False | Labrador_retriever | 0.000010 | True | Eskimo_dog | 1.434470e-06 | True | None |
| 774 | 752334515931054080 | NaN | NaN | 2016-07-11 02:51:40 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a doggo trying to catch some fish. 8/10... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/752334515... | ... | Bedlington_terrier | 0.399163 | True | standard_poodle | 0.086425 | True | wire-haired_fox_terrier | 7.523110e-02 | True | None |
| 775 | 752309394570878976 | NaN | NaN | 2016-07-11 01:11:51 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @dog_rates: Everyone needs to watch this. 1... | 6.753544e+17 | 4.196984e+09 | 2015-12-11 16:40:19 +0000 | https://twitter.com/dog_rates/status/675354435... | ... | upright | 0.303415 | False | golden_retriever | 0.181351 | True | Brittany_spaniel | 1.620840e-01 | True | None |
| 780 | 751583847268179968 | NaN | NaN | 2016-07-09 01:08:47 +0000 | <a href="http://twitter.com/download/iphone" r... | Please stop sending it pictures that don't eve... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/751583847... | ... | dalmatian | 0.868304 | True | studio_couch | 0.059623 | False | snow_leopard | 1.387630e-02 | False | None |
| 782 | 751456908746354688 | NaN | NaN | 2016-07-08 16:44:23 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a pupper that's very hungry but too laz... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/751456908... | ... | golden_retriever | 0.714409 | True | Afghan_hound | 0.066163 | True | chow | 2.841260e-02 | True | None |
| 791 | 750147208377409536 | NaN | NaN | 2016-07-05 02:00:06 +0000 | <a href="http://twitter.com/download/iphone" r... | And finally, happy 4th of July from the squad ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/750147208... | ... | pug | 0.977765 | True | Boston_bull | 0.004794 | True | French_bulldog | 4.572840e-03 | True | None |
| 796 | 750071704093859840 | NaN | NaN | 2016-07-04 21:00:04 +0000 | <a href="http://twitter.com/download/iphone" r... | Pause your cookout and admire this pupper's ni... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/750071704... | ... | redbone | 0.382113 | True | malinois | 0.249943 | True | miniature_pinscher | 7.092620e-02 | True | None |
| 799 | 750026558547456000 | NaN | NaN | 2016-07-04 18:00:41 +0000 | <a href="https://about.twitter.com/products/tw... | Meet Jax & Jil. Jil is yelling the pledge ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/750026558... | ... | standard_poodle | 0.258732 | True | teddy | 0.130760 | False | toy_poodle | 7.172630e-02 | True | None |
| 805 | 749403093750648834 | NaN | NaN | 2016-07-03 00:43:15 +0000 | <a href="http://twitter.com/download/iphone" r... | Duuun dun... duuun dun... dunn dun. dunn dun.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/749403093... | ... | Chesapeake_Bay_retriever | 0.694541 | True | curly-coated_retriever | 0.076335 | True | Irish_water_spaniel | 4.854950e-02 | True | None |
| 810 | 748977405889503236 | NaN | NaN | 2016-07-01 20:31:43 +0000 | <a href="http://twitter.com/download/iphone" r... | What jokester sent in a pic without a dog in i... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/748977405... | ... | German_short-haired_pointer | 0.742216 | True | bluetick | 0.152810 | True | English_setter | 5.183470e-02 | True | None |
| 811 | 748932637671223296 | NaN | NaN | 2016-07-01 17:33:49 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Divine Doggo. Must be magical af.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/748932637... | ... | borzoi | 0.742912 | True | wire-haired_fox_terrier | 0.204082 | True | English_setter | 2.103230e-02 | True | None |
| 812 | 748705597323898880 | NaN | NaN | 2016-07-01 02:31:39 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | #BarkWeek is getting rather heckin terrifying ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/748705597... | ... | tiger_shark | 0.548497 | False | great_white_shark | 0.130252 | False | scuba_diver | 1.218870e-01 | False | None |
| 817 | 748346686624440324 | NaN | NaN | 2016-06-30 02:45:28 +0000 | <a href="http://twitter.com/download/iphone" r... | "So... we meat again" (I'm so sorry for that p... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/748346686... | ... | borzoi | 0.596455 | True | whippet | 0.231428 | True | Saluki | 5.826140e-02 | True | None |
| 819 | 748307329658011649 | NaN | NaN | 2016-06-30 00:09:04 +0000 | <a href="http://twitter.com/download/iphone" r... | This sherk must've leapt out of the water and ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/748307329... | ... | paddle | 0.589066 | False | shovel | 0.038062 | False | mountain_tent | 2.920330e-02 | False | None |
| 820 | 747963614829678593 | NaN | NaN | 2016-06-29 01:23:16 +0000 | <a href="http://twitter.com/download/iphone" r... | PUPPER NOOOOO BEHIND YOUUU 10/10 pls keep this... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/747963614... | ... | kelpie | 0.307672 | True | Irish_terrier | 0.197486 | True | dingo | 1.054750e-01 | False | None |
| 821 | 747933425676525569 | NaN | NaN | 2016-06-28 23:23:19 +0000 | <a href="http://twitter.com/download/iphone" r... | Pls don't send more sherks. I don't care how s... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/747933425... | ... | Samoyed | 0.998201 | True | Eskimo_dog | 0.000793 | True | Great_Pyrenees | 2.957500e-04 | True | None |
| 822 | 747885874273214464 | NaN | NaN | 2016-06-28 20:14:22 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a mighty rare blue-tailed hammer sherk... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/747885874... | ... | kuvasz | 0.408450 | True | Samoyed | 0.141330 | True | pug | 8.301840e-02 | True | None |
| 824 | 747816857231626240 | NaN | NaN | 2016-06-28 15:40:07 +0000 | <a href="http://twitter.com/download/iphone" r... | Viewer discretion is advised. This is a terrib... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/747816857... | ... | Pembroke | 0.768923 | True | Chihuahua | 0.029053 | True | Shetland_sheepdog | 2.903540e-02 | True | None |
| 825 | 747600769478692864 | NaN | NaN | 2016-06-28 01:21:27 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Bookstore and Seaweed. Bookstore is ti... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/747600769... | ... | Chesapeake_Bay_retriever | 0.804363 | True | Weimaraner | 0.054431 | True | Labrador_retriever | 4.326760e-02 | True | None |
| 826 | 747594051852075008 | NaN | NaN | 2016-06-28 00:54:46 +0000 | <a href="http://twitter.com/download/iphone" r... | Again w the sharks guys. This week is about do... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/747594051... | ... | basenji | 0.389136 | True | dingo | 0.270226 | False | Chihuahua | 9.893880e-02 | True | None |
| 827 | 747512671126323200 | NaN | NaN | 2016-06-27 19:31:23 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys pls stop sending actual sharks. It's too ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/747512671... | ... | Cardigan | 0.111493 | True | malinois | 0.095089 | True | German_shepherd | 8.014560e-02 | True | None |
| 828 | 747461612269887489 | NaN | NaN | 2016-06-27 16:08:30 +0000 | <a href="http://twitter.com/download/iphone" r... | Never seen a shark hold another shark like thi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/747461612... | ... | binoculars | 0.192717 | False | barbershop | 0.085838 | False | ballplayer | 8.467220e-02 | False | None |
| 831 | 747103485104099331 | NaN | NaN | 2016-06-26 16:25:26 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys... I said DOGS with "shark qualities" or ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/747103485... | ... | Labrador_retriever | 0.991954 | True | golden_retriever | 0.002228 | True | doormat | 1.404020e-03 | False | None |
| 832 | 746906459439529985 | 7.468859e+17 | 4.196984e+09 | 2016-06-26 03:22:31 +0000 | <a href="http://twitter.com/download/iphone" r... | PUPDATE: can't see any. Even if I could, I cou... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/746906459... | ... | traffic_light | 0.470708 | False | fountain | 0.199776 | False | space_shuttle | 6.480700e-02 | False | None |
| 833 | 746872823977771008 | NaN | NaN | 2016-06-26 01:08:52 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a carrot. We only rate dogs. Please on... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/746872823... | ... | Pembroke | 0.540201 | True | beagle | 0.207835 | True | Italian_greyhound | 4.356490e-02 | True | None |
| 834 | 746818907684614144 | 6.914169e+17 | 4.196984e+09 | 2016-06-25 21:34:37 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys... Dog Jesus 2.0\n13/10 buoyant af https:... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/746818907... | ... | dingo | 0.175518 | False | timber_wolf | 0.133647 | False | Ibizan_hound | 1.015370e-01 | True | None |
| 835 | 746790600704425984 | NaN | NaN | 2016-06-25 19:42:08 +0000 | <a href="http://twitter.com/download/iphone" r... | When you just can't resist... 10/10 topnotch t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/746790600... | ... | Boston_bull | 0.936183 | True | guinea_pig | 0.010084 | False | Cardigan | 1.007700e-02 | True | None |
| 838 | 746369468511756288 | NaN | NaN | 2016-06-24 15:48:42 +0000 | <a href="http://twitter.com/download/iphone" r... | This is an Iraqi Speed Kangaroo. It is not a d... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/746369468... | ... | German_shepherd | 0.622957 | True | malinois | 0.338884 | True | wallaby | 2.416150e-02 | False | None |
| 840 | 746056683365994496 | NaN | NaN | 2016-06-23 19:05:49 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Arlen and Thumpelina. They are best pa... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/746056683... | ... | Shetland_sheepdog | 0.433320 | True | collie | 0.335997 | True | borzoi | 1.771790e-01 | True | None |
| 844 | 745422732645535745 | NaN | NaN | 2016-06-22 01:06:43 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Pls stop sending in non-can... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/745422732... | ... | Labrador_retriever | 0.663800 | True | golden_retriever | 0.308261 | True | ice_bear | 4.269210e-03 | False | None |
| 848 | 744971049620602880 | NaN | NaN | 2016-06-20 19:11:53 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Indie and Jupiter. They're having... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/744971049... | ... | toy_poodle | 0.497755 | True | golden_retriever | 0.282017 | True | miniature_poodle | 9.003240e-02 | True | None |
| 851 | 744234799360020481 | NaN | NaN | 2016-06-18 18:26:18 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a doggo realizing you can stand in a po... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/744234799... | ... | Labrador_retriever | 0.825333 | True | ice_bear | 0.044681 | False | whippet | 1.844220e-02 | True | None |
| 853 | 743895849529389061 | NaN | NaN | 2016-06-17 19:59:26 +0000 | <a href="http://twitter.com/download/iphone" r... | When you're given AUX cord privileges from the... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/743895849... | ... | dalmatian | 0.562315 | True | Great_Dane | 0.416478 | True | German_short-haired_pointer | 8.552360e-03 | True | None |
| 856 | 743545585370791937 | NaN | NaN | 2016-06-16 20:47:36 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Bentley and Millie. They do every... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/743545585... | ... | rapeseed | 0.876875 | False | standard_poodle | 0.060583 | True | Great_Pyrenees | 3.300570e-02 | True | None |
| 859 | 743222593470234624 | NaN | NaN | 2016-06-15 23:24:09 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a very rare Great Alaskan Bush Pupper.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/743222593... | ... | kuvasz | 0.350629 | True | soft-coated_wheaten_terrier | 0.182782 | True | golden_retriever | 8.766240e-02 | True | None |
| 860 | 743210557239623680 | NaN | NaN | 2016-06-15 22:36:19 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Kayla, an underground poker legend. Playe... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/743210557... | ... | golden_retriever | 0.930705 | True | Chesapeake_Bay_retriever | 0.025934 | True | Labrador_retriever | 7.535360e-03 | True | None |
| 862 | 742465774154047488 | NaN | NaN | 2016-06-13 21:16:49 +0000 | <a href="http://twitter.com/download/iphone" r... | Was just informed about this hero pupper and o... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/742465774... | ... | web_site | 0.997154 | False | comic_book | 0.000439 | False | desktop_computer | 2.675790e-04 | False | None |
| 867 | 741793263812808706 | NaN | NaN | 2016-06-12 00:44:30 +0000 | <a href="http://twitter.com/download/iphone" r... | When your crush won't pay attention to you. Bo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/741793263... | ... | kuvasz | 0.311325 | True | French_bulldog | 0.115349 | True | Labrador_retriever | 6.853350e-02 | True | None |
| 871 | 741067306818797568 | NaN | NaN | 2016-06-10 00:39:48 +0000 | <a href="http://twitter.com/download/iphone" r... | This is just downright precious af. 12/10 for ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/741067306... | ... | golden_retriever | 0.843799 | True | Labrador_retriever | 0.052956 | True | kelpie | 3.571110e-02 | True | None |
| 873 | 740711788199743490 | NaN | NaN | 2016-06-09 01:07:06 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we are witnessing the touchdown of a pupn... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/740711788... | ... | toy_poodle | 0.388277 | True | Angora | 0.180264 | False | Persian_cat | 4.965610e-02 | False | None |
| 877 | 740365076218183684 | NaN | NaN | 2016-06-08 02:09:24 +0000 | <a href="http://twitter.com/download/iphone" r... | When the photographer forgets to tell you wher... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/740365076... | ... | bow_tie | 0.246313 | False | Windsor_tie | 0.172446 | False | mushroom | 1.375160e-01 | False | None |
| 879 | 740214038584557568 | NaN | NaN | 2016-06-07 16:09:13 +0000 | <a href="http://twitter.com/download/iphone" r... | This is getting incredibly frustrating. This i... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/740214038... | ... | Chesapeake_Bay_retriever | 0.586414 | True | Labrador_retriever | 0.189782 | True | vizsla | 6.760720e-02 | True | None |
| 884 | 739544079319588864 | NaN | NaN | 2016-06-05 19:47:03 +0000 | <a href="http://twitter.com/download/iphone" r... | This... is a Tyrannosaurus rex. We only rate d... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/739544079... | ... | Labrador_retriever | 0.967397 | True | golden_retriever | 0.016641 | True | ice_bear | 1.485760e-02 | False | None |
| 886 | 739238157791694849 | NaN | NaN | 2016-06-04 23:31:25 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a doggo blowing bubbles. It's downright... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/739238157... | ... | Eskimo_dog | 0.503372 | True | Siberian_husky | 0.390413 | True | malamute | 8.090120e-02 | True | None |
| 888 | 738883359779196928 | NaN | NaN | 2016-06-04 00:01:35 +0000 | <a href="http://twitter.com/download/iphone" r... | When a single soap orb changes your entire per... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/738883359... | ... | Labrador_retriever | 0.691137 | True | golden_retriever | 0.195558 | True | Chesapeake_Bay_retriever | 1.958490e-02 | True | None |
| 890 | 738402415918125056 | NaN | NaN | 2016-06-02 16:10:29 +0000 | <a href="http://twitter.com/download/iphone" r... | "Don't talk to me or my son ever again" ...10/... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/738402415... | ... | cocker_spaniel | 0.346695 | True | Blenheim_spaniel | 0.193905 | True | Chihuahua | 7.800000e-02 | True | None |
| 891 | 738184450748633089 | NaN | NaN | 2016-06-02 01:44:22 +0000 | <a href="http://twitter.com/download/iphone" r... | For the last time, we only rate dogs. Pls stop... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/738184450... | ... | Bedlington_terrier | 0.289471 | True | standard_poodle | 0.173685 | True | Great_Pyrenees | 1.570810e-01 | True | None |
| 896 | 737678689543020544 | NaN | NaN | 2016-05-31 16:14:39 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Pls stop sending in non-can... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/737678689... | ... | Pembroke | 0.935307 | True | Cardigan | 0.049874 | True | Chihuahua | 1.160320e-02 | True | None |
| 897 | 737445876994609152 | NaN | NaN | 2016-05-31 00:49:32 +0000 | <a href="http://twitter.com/download/iphone" r... | Just wanted to share this super rare Rainbow F... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/737445876... | ... | Samoyed | 0.400568 | True | Pomeranian | 0.331268 | True | Maltese_dog | 4.542610e-02 | True | None |
| 899 | 737310737551491075 | NaN | NaN | 2016-05-30 15:52:33 +0000 | <a href="http://twitter.com/download/iphone" r... | Everybody stop what you're doing and watch the... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/737310737... | ... | cliff | 0.439077 | False | lakeside | 0.062899 | False | valley | 3.975850e-02 | False | None |
| 902 | 736225175608430592 | NaN | NaN | 2016-05-27 15:58:54 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Please stop sending in non-... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/736225175... | ... | Labrador_retriever | 0.399217 | True | West_Highland_white_terrier | 0.137710 | True | cocker_spaniel | 6.203270e-02 | True | None |
| 903 | 736010884653420544 | NaN | NaN | 2016-05-27 01:47:23 +0000 | <a href="http://twitter.com/download/iphone" r... | Right after you graduate vs when you remember ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/736010884... | ... | golden_retriever | 0.553901 | True | Labrador_retriever | 0.119475 | True | bluetick | 7.747500e-02 | True | None |
| 905 | 735648611367784448 | NaN | NaN | 2016-05-26 01:47:51 +0000 | <a href="http://twitter.com/download/iphone" r... | *faints* 12/10 perfection in pupper form https... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/735648611... | ... | Pembroke | 0.462594 | True | seat_belt | 0.261854 | False | Cardigan | 1.516980e-01 | True | None |
| 907 | 735274964362878976 | NaN | NaN | 2016-05-25 01:03:06 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Please stop sending in your... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/735274964... | ... | studio_couch | 0.944692 | False | four-poster | 0.007942 | False | quilt | 6.302060e-03 | False | None |
| 911 | 734787690684657664 | NaN | NaN | 2016-05-23 16:46:51 +0000 | <a href="http://twitter.com/download/iphone" r... | This dog is more successful than I will ever b... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/734787690... | ... | golden_retriever | 0.883991 | True | chow | 0.023542 | True | Labrador_retriever | 1.605590e-02 | True | None |
| 915 | 733482008106668032 | NaN | NaN | 2016-05-20 02:18:32 +0000 | <a href="http://twitter.com/download/iphone" r... | "Ello this is dog how may I assist" ...10/10 h... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/733482008... | ... | French_bulldog | 0.619382 | True | computer_keyboard | 0.142274 | False | mouse | 5.850470e-02 | False | None |
| 917 | 733109485275860992 | NaN | NaN | 2016-05-19 01:38:16 +0000 | <a href="http://twitter.com/download/iphone" r... | Like father (doggo), like son (pupper). Both 1... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/733109485... | ... | golden_retriever | 0.945523 | True | Labrador_retriever | 0.042319 | True | doormat | 3.956260e-03 | False | None |
| 920 | 732585889486888962 | NaN | NaN | 2016-05-17 14:57:41 +0000 | <a href="http://twitter.com/download/iphone" r... | When your teacher agreed on 10,000 RTs and no ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/732585889... | ... | Staffordshire_bullterrier | 0.843359 | True | American_Staffordshire_terrier | 0.028290 | True | miniature_pinscher | 1.679290e-02 | True | None |
| 924 | 731156023742988288 | NaN | NaN | 2016-05-13 16:15:54 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to this unbelievably well behaved sq... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/731156023... | ... | lakeside | 0.501767 | False | breakwater | 0.051351 | False | king_penguin | 4.944380e-02 | False | None |
| 925 | 730924654643314689 | NaN | NaN | 2016-05-13 00:56:32 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Pls stop sending non-canine... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/730924654... | ... | polecat | 0.185382 | False | mink | 0.105282 | False | Newfoundland | 8.624110e-02 | True | None |
| 931 | 729838605770891264 | 7.291135e+17 | 4.196984e+09 | 2016-05-10 01:00:58 +0000 | <a href="http://twitter.com/download/iphone" r... | "Challenge completed" \n(pupgraded to 12/10) h... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/729838605... | ... | stone_wall | 0.758218 | False | patio | 0.074205 | False | prison | 1.382600e-02 | False | None |
| 934 | 729113531270991872 | NaN | NaN | 2016-05-08 00:59:46 +0000 | <a href="http://twitter.com/download/iphone" r... | "Challenge accepted"\n10/10 https://t.co/vNjvr... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/729113531... | ... | stone_wall | 0.606188 | False | prison | 0.064831 | False | bannister | 4.804820e-02 | False | None |
| 936 | 728760639972315136 | NaN | NaN | 2016-05-07 01:37:30 +0000 | <a href="http://twitter.com/download/iphone" r... | When you're way too slow for the "down low" po... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/728760639... | ... | Pembroke | 0.939134 | True | Cardigan | 0.054336 | True | Chihuahua | 5.590290e-03 | True | None |
| 942 | 728035342121635841 | NaN | NaN | 2016-05-05 01:35:26 +0000 | <a href="http://twitter.com/download/iphone" r... | This is all I want in my life. 12/10 for super... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/728035342... | ... | handkerchief | 0.302961 | False | Pomeranian | 0.248664 | True | Shih-Tzu | 1.110150e-01 | True | None |
| 945 | 727644517743104000 | NaN | NaN | 2016-05-03 23:42:26 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a doggo struggling to cope with the win... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/727644517... | ... | Great_Pyrenees | 0.457164 | True | kuvasz | 0.391710 | True | Labrador_retriever | 9.452260e-02 | True | None |
| 947 | 727314416056803329 | NaN | NaN | 2016-05-03 01:50:44 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper was about to explain where that di... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/727314416... | ... | toy_poodle | 0.827469 | True | miniature_poodle | 0.160760 | True | Tibetan_terrier | 1.730750e-03 | True | None |
| 948 | 727286334147182592 | NaN | NaN | 2016-05-02 23:59:09 +0000 | <a href="http://twitter.com/download/iphone" r... | I swear to god if we get sent another Blue Mad... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/727286334... | ... | bonnet | 0.146440 | False | sock | 0.083091 | False | Chihuahua | 7.055420e-02 | True | None |
| 953 | 726224900189511680 | NaN | NaN | 2016-04-30 01:41:23 +0000 | <a href="http://twitter.com/download/iphone" r... | I'm getting super heckin frustrated with you a... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/726224900... | ... | standard_poodle | 0.261112 | True | cocker_spaniel | 0.094785 | True | bucket | 6.994640e-02 | False | None |
| 958 | 724771698126512129 | NaN | NaN | 2016-04-26 01:26:53 +0000 | <a href="http://twitter.com/download/iphone" r... | Nothin better than a doggo and a sunset. 11/10... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/724771698... | ... | German_short-haired_pointer | 0.835491 | True | bluetick | 0.058788 | True | English_setter | 3.720830e-02 | True | None |
| 967 | 722974582966214656 | NaN | NaN | 2016-04-21 02:25:47 +0000 | <a href="http://twitter.com/download/iphone" r... | Happy 4/20 from the squad! 13/10 for all https... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/722974582... | ... | Great_Dane | 0.246762 | True | Greater_Swiss_Mountain_dog | 0.126131 | True | Weimaraner | 8.529690e-02 | True | None |
| 973 | 720415127506415616 | NaN | NaN | 2016-04-14 00:55:25 +0000 | <a href="http://twitter.com/download/iphone" r... | Garden's coming in nice this year. 10/10 https... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/720415127... | ... | Rottweiler | 0.990312 | True | black-and-tan_coonhound | 0.002495 | True | American_black_bear | 1.733120e-03 | False | None |
| 982 | 719339463458033665 | NaN | NaN | 2016-04-11 01:41:07 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Lucy and Sophie. They think they'... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/719339463... | ... | golden_retriever | 0.765778 | True | borzoi | 0.071148 | True | Leonberg | 7.037050e-02 | True | None |
| 985 | 718939241951195136 | NaN | NaN | 2016-04-09 23:10:47 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Otis. Everybody look at Otis. 12/10 wo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/718939241... | ... | Pembroke | 0.766327 | True | Cardigan | 0.222126 | True | toilet_tissue | 6.757230e-03 | False | None |
| 986 | 718631497683582976 | NaN | NaN | 2016-04-09 02:47:55 +0000 | <a href="http://twitter.com/download/iphone" r... | We normally don't rate marshmallows but this o... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/718631497... | ... | Pomeranian | 0.993718 | True | Pekinese | 0.003611 | True | Persian_cat | 5.248230e-04 | False | None |
| 988 | 718540630683709445 | NaN | NaN | 2016-04-08 20:46:50 +0000 | <a href="http://twitter.com/download/iphone" r... | Get you a pup that can do both. 10/10 https://... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/718540630... | ... | Maltese_dog | 0.632289 | True | West_Highland_white_terrier | 0.187055 | True | cairn | 4.441290e-02 | True | None |
| 990 | 718454725339934721 | NaN | NaN | 2016-04-08 15:05:29 +0000 | <a href="http://twitter.com/download/iphone" r... | This pic is old but I hadn't seen it until tod... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/718454725... | ... | hammer | 0.169865 | False | hatchet | 0.115744 | False | chime | 6.809160e-02 | False | None |
| 995 | 717537687239008257 | NaN | NaN | 2016-04-06 02:21:30 +0000 | <a href="http://twitter.com/download/iphone" r... | People please. This is a Deadly Mediterranean ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/717537687... | ... | golden_retriever | 0.779356 | True | Labrador_retriever | 0.052511 | True | kuvasz | 4.981050e-02 | True | None |
| 1003 | 716080869887381504 | NaN | NaN | 2016-04-02 01:52:38 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a super majestic doggo and a sunset 11/... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/716080869... | ... | golden_retriever | 0.638625 | True | chow | 0.254717 | True | Tibetan_mastiff | 7.173170e-02 | True | None |
| 1005 | 715733265223708672 | NaN | NaN | 2016-04-01 02:51:22 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a taco. We only rate dogs. Please only... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/715733265... | ... | Dandie_Dinmont | 0.740229 | True | miniature_poodle | 0.081915 | True | toy_poodle | 6.374850e-02 | True | None |
| 1016 | 714606013974974464 | NaN | NaN | 2016-03-29 00:12:05 +0000 | <a href="http://twitter.com/download/iphone" r... | Here are two lil cuddly puppers. Both 12/10 wo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/714606013... | ... | Norfolk_terrier | 0.293007 | True | Labrador_retriever | 0.256198 | True | golden_retriever | 1.296430e-01 | True | None |
| 1017 | 714258258790387713 | NaN | NaN | 2016-03-28 01:10:13 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Travis and Flurp. Travis is pretty chill ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/714258258... | ... | collie | 0.176758 | True | Chesapeake_Bay_retriever | 0.101834 | True | beagle | 1.012940e-01 | True | None |
| 1019 | 714214115368108032 | NaN | NaN | 2016-03-27 22:14:49 +0000 | <a href="http://twitter.com/download/iphone" r... | Happy Easter from the squad! 🐇🐶 13/10 for all ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/714214115... | ... | pug | 0.533967 | True | bloodhound | 0.164826 | True | German_shepherd | 4.652400e-02 | True | None |
| 1020 | 714141408463036416 | NaN | NaN | 2016-03-27 17:25:54 +0000 | <a href="http://twitter.com/download/iphone" r... | I know we only rate dogs, but since it's Easte... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/714141408... | ... | Labrador_retriever | 0.586951 | True | golden_retriever | 0.378812 | True | redbone | 3.604890e-03 | True | None |
| 1022 | 713900603437621249 | NaN | NaN | 2016-03-27 01:29:02 +0000 | <a href="http://twitter.com/download/iphone" r... | Happy Saturday here's 9 puppers on a bench. 99... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/713900603... | ... | golden_retriever | 0.371816 | True | cocker_spaniel | 0.177413 | True | Irish_setter | 9.272520e-02 | True | None |
| 1024 | 713411074226274305 | NaN | NaN | 2016-03-25 17:03:49 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we see an extremely rare Bearded Floofmal... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/713411074... | ... | Great_Pyrenees | 0.720337 | True | Samoyed | 0.129542 | True | kuvasz | 1.224510e-01 | True | None |
| 1025 | 713177543487135744 | NaN | NaN | 2016-03-25 01:35:51 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Lance. Lance doesn't give a shit. 10/1... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/713177543... | ... | whippet | 0.734244 | True | basenji | 0.025948 | True | Great_Dane | 2.587430e-02 | True | None |
| 1026 | 713175907180089344 | NaN | NaN | 2016-03-25 01:29:21 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Opie and Clarkus. Clarkus fell as... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/713175907... | ... | timber_wolf | 0.503788 | False | malamute | 0.430624 | True | Siberian_husky | 2.845420e-02 | True | None |
| 1028 | 712717840512598017 | NaN | NaN | 2016-03-23 19:09:09 +0000 | <a href="http://twitter.com/download/iphone" r... | Please don't send in any more polar bears. We ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/712717840... | ... | Great_Pyrenees | 0.732043 | True | kuvasz | 0.121375 | True | Irish_wolfhound | 4.952370e-02 | True | None |
| 1029 | 712668654853337088 | NaN | NaN | 2016-03-23 15:53:42 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Sunny and Roxy. They pull things ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/712668654... | ... | Labrador_retriever | 0.829058 | True | golden_retriever | 0.038664 | True | Chihuahua | 2.622140e-02 | True | None |
| 1031 | 712097430750289920 | NaN | NaN | 2016-03-22 02:03:52 +0000 | <a href="http://twitter.com/download/iphone" r... | I can't even comprehend how confused this dog ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/712097430... | ... | Labrador_retriever | 0.720481 | True | whippet | 0.048032 | True | Chesapeake_Bay_retriever | 4.504640e-02 | True | None |
| 1033 | 712085617388212225 | NaN | NaN | 2016-03-22 01:16:55 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Olive and Ruby. They are best bud... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/712085617... | ... | Shih-Tzu | 0.625129 | True | Tibetan_terrier | 0.126897 | True | Lhasa | 1.196630e-01 | True | None |
| 1035 | 711998809858043904 | NaN | NaN | 2016-03-21 19:31:59 +0000 | <a href="http://twitter.com/download/iphone" r... | RT @twitter: @dog_rates Awesome Tweet! 12/10. ... | 7.119983e+17 | 7.832140e+05 | 2016-03-21 19:29:52 +0000 | https://twitter.com/twitter/status/71199827977... | ... | comic_book | 0.105171 | False | kuvasz | 0.059895 | True | book_jacket | 4.663810e-02 | False | None |
| 1038 | 711732680602345472 | NaN | NaN | 2016-03-21 01:54:29 +0000 | <a href="http://twitter.com/download/iphone" r... | I want to hear the joke this dog was just told... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/711732680... | ... | dingo | 0.366875 | False | Ibizan_hound | 0.334929 | True | Eskimo_dog | 7.387620e-02 | True | None |
| 1039 | 711694788429553666 | NaN | NaN | 2016-03-20 23:23:54 +0000 | <a href="http://twitter.com/download/iphone" r... | Oh. My. God. 13/10 magical af https://t.co/Ezu... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/711694788... | ... | brown_bear | 0.713293 | False | Indian_elephant | 0.172844 | False | water_buffalo | 3.890220e-02 | False | None |
| 1041 | 711363825979756544 | NaN | NaN | 2016-03-20 01:28:47 +0000 | <a href="http://twitter.com/download/iphone" r... | "Please, no puparazzi" 11/10 https://t.co/nJIX... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/711363825... | ... | Pembroke | 0.750906 | True | Cardigan | 0.241152 | True | basenji | 2.639620e-03 | True | None |
| 1042 | 711306686208872448 | NaN | NaN | 2016-03-19 21:41:44 +0000 | <a href="http://twitter.com/download/iphone" r... | What hooligan sent in pictures w/out a dog in ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/711306686... | ... | leatherback_turtle | 0.280835 | False | loggerhead | 0.123290 | False | Dandie_Dinmont | 8.679250e-02 | True | None |
| 1044 | 710997087345876993 | NaN | NaN | 2016-03-19 01:11:29 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Milo and Amos. They are the best of pals.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/710997087... | ... | malamute | 0.281260 | True | Eskimo_dog | 0.232641 | True | Pembroke | 9.160200e-02 | True | None |
| 1047 | 710658690886586372 | NaN | NaN | 2016-03-18 02:46:49 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a brigade of puppers. All look very pre... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/710658690... | ... | soft-coated_wheaten_terrier | 0.948617 | True | Dandie_Dinmont | 0.018664 | True | cairn | 1.594270e-02 | True | None |
| 1050 | 710272297844797440 | NaN | NaN | 2016-03-17 01:11:26 +0000 | <a href="http://twitter.com/download/iphone" r... | We 👏🏻 only 👏🏻 rate 👏🏻 dogs. Pls stop sending i... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/710272297... | ... | Old_English_sheepdog | 0.586307 | True | wire-haired_fox_terrier | 0.118622 | True | Lakeland_terrier | 1.068060e-01 | True | None |
| 1051 | 710269109699739648 | NaN | NaN | 2016-03-17 00:58:46 +0000 | <a href="http://twitter.com/download/iphone" r... | The squad is back for St. Patrick's Day! ☘ 💚\n... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/710269109... | ... | pug | 0.415495 | True | German_shepherd | 0.178157 | True | Labrador_retriever | 1.002020e-01 | True | None |
| 1056 | 709901256215666688 | NaN | NaN | 2016-03-16 00:37:03 +0000 | <a href="http://twitter.com/download/iphone" r... | WeRateDogs stickers are here and they're 12/10... | NaN | NaN | NaN | http://goo.gl/ArWZfi,https://twitter.com/dog_r... | ... | bib | 0.998814 | False | handkerchief | 0.000512 | False | umbrella | 2.244770e-04 | False | None |
| 1057 | 709852847387627521 | NaN | NaN | 2016-03-15 21:24:41 +0000 | <a href="http://twitter.com/download/iphone" r... | *lets out a tiny whimper and then collapses* .... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/709852847... | ... | Chihuahua | 0.945629 | True | Pomeranian | 0.019204 | True | West_Highland_white_terrier | 1.013420e-02 | True | None |
| 1065 | 709198395643068416 | NaN | NaN | 2016-03-14 02:04:08 +0000 | <a href="http://twitter.com/download/iphone" r... | From left to right:\nCletus, Jerome, Alejandro... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/709198395... | ... | borzoi | 0.490783 | True | wire-haired_fox_terrier | 0.083513 | True | English_setter | 8.318430e-02 | True | None |
| 1068 | 708845821941387268 | NaN | NaN | 2016-03-13 02:43:08 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a pupper with magic eyes. Not wearing a... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/708845821... | ... | schipperke | 0.745640 | True | kelpie | 0.167853 | True | Boston_bull | 1.476290e-02 | True | None |
| 1078 | 708130923141795840 | NaN | NaN | 2016-03-11 03:22:23 +0000 | <a href="http://twitter.com/download/iphone" r... | Please stop sending in non canines like this G... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/708130923... | ... | French_bulldog | 0.710354 | True | Chihuahua | 0.262302 | True | Cardigan | 6.903820e-03 | True | None |
| 1081 | 708026248782585858 | NaN | NaN | 2016-03-10 20:26:26 +0000 | <a href="http://twitter.com/download/iphone" r... | Everybody stop what you're doing and watch thi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/708026248... | ... | malinois | 0.786468 | True | Chesapeake_Bay_retriever | 0.068979 | True | Siamese_cat | 2.930440e-02 | False | None |
| 1085 | 707741517457260545 | NaN | NaN | 2016-03-10 01:35:01 +0000 | <a href="http://twitter.com/download/iphone" r... | When your roommate eats your leftover Chili's ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/707741517... | ... | whippet | 0.738371 | True | Italian_greyhound | 0.191789 | True | American_Staffordshire_terrier | 2.012570e-02 | True | None |
| 1089 | 707411934438625280 | NaN | NaN | 2016-03-09 03:45:22 +0000 | <a href="http://twitter.com/download/iphone" r... | "I shall trip the big pupper with leash. Big p... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/707411934... | ... | Lakeland_terrier | 0.738277 | True | Airedale | 0.028515 | True | giant_schnauzer | 2.487630e-02 | True | None |
| 1091 | 707377100785885184 | NaN | NaN | 2016-03-09 01:26:57 +0000 | <a href="http://twitter.com/download/iphone" r... | This dog just brutally murdered a snowman. Cur... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/707377100... | ... | golden_retriever | 0.637225 | True | bloodhound | 0.094542 | True | cocker_spaniel | 6.979710e-02 | True | None |
| 1101 | 706593038911545345 | NaN | NaN | 2016-03-06 21:31:22 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a sneak peek of me on spring break. 10/... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/706593038... | ... | four-poster | 0.696423 | False | quilt | 0.189312 | False | pillow | 2.940880e-02 | False | None |
| 1105 | 706310011488698368 | NaN | NaN | 2016-03-06 02:46:44 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a very sleepy pupper. Thinks it's an ai... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/706310011... | ... | Pembroke | 0.698165 | True | Chihuahua | 0.105834 | True | bloodhound | 6.203040e-02 | True | None |
| 1106 | 706291001778950144 | NaN | NaN | 2016-03-06 01:31:11 +0000 | <a href="http://twitter.com/download/iphone" r... | When you're just relaxin and having a swell ti... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/706291001... | ... | Border_terrier | 0.587101 | True | bull_mastiff | 0.164087 | True | Staffordshire_bullterrier | 1.050110e-01 | True | None |
| 1112 | 705786532653883392 | 7.032559e+17 | 4.196984e+09 | 2016-03-04 16:06:36 +0000 | <a href="http://twitter.com/download/iphone" r... | Seriously, add us 🐶 11/10 for sad wet pupper h... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/705786532... | ... | web_site | 0.550294 | False | Labrador_retriever | 0.148496 | True | golden_retriever | 1.484820e-01 | True | None |
| 1113 | 705591895322394625 | NaN | NaN | 2016-03-04 03:13:11 +0000 | <a href="http://twitter.com/download/iphone" r... | "Ma'am, for the last time, I'm not authorized ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/705591895... | ... | basenji | 0.877207 | True | Italian_greyhound | 0.047854 | True | miniature_pinscher | 3.563810e-02 | True | None |
| 1121 | 704871453724954624 | 6.671522e+17 | 4.196984e+09 | 2016-03-02 03:30:25 +0000 | <a href="http://twitter.com/download/iphone" r... | I found a forest Pipsy. 12/10 https://t.co/mIQ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/704871453... | ... | Norfolk_terrier | 0.689504 | True | soft-coated_wheaten_terrier | 0.101480 | True | Norwich_terrier | 5.577850e-02 | True | None |
| 1122 | 704859558691414016 | NaN | NaN | 2016-03-02 02:43:09 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a heartbreaking scene of an incredible... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/704859558... | ... | pug | 0.284428 | True | teddy | 0.156339 | False | mitten | 1.389150e-01 | False | None |
| 1123 | 704847917308362754 | NaN | NaN | 2016-03-02 01:56:53 +0000 | <a href="http://twitter.com/download/iphone" r... | "Yes hi could I get a number 4 with no pickles... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/704847917... | ... | golden_retriever | 0.857240 | True | Labrador_retriever | 0.135460 | True | Tibetan_mastiff | 1.903320e-03 | True | None |
| 1125 | 704761120771465216 | NaN | NaN | 2016-03-01 20:11:59 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper killed this great white in an epic... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/704761120... | ... | Siamese_cat | 0.202294 | False | Chihuahua | 0.100418 | True | basenji | 7.209650e-02 | True | None |
| 1126 | 704499785726889984 | NaN | NaN | 2016-03-01 02:53:32 +0000 | <a href="http://twitter.com/download/iphone" r... | When you wake up from a long nap and have no i... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/704499785... | ... | Chihuahua | 0.376541 | True | Siamese_cat | 0.098057 | False | Labrador_retriever | 8.521090e-02 | True | None |
| 1131 | 704054845121142784 | NaN | NaN | 2016-02-28 21:25:30 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a whole flock of puppers. 60/50 I'll ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/704054845... | ... | Great_Pyrenees | 0.667939 | True | kuvasz | 0.228764 | True | golden_retriever | 4.388540e-02 | True | None |
| 1132 | 703774238772166656 | NaN | NaN | 2016-02-28 02:50:28 +0000 | <a href="http://twitter.com/download/iphone" r... | "YOU CAN'T HANDLE THE TRUTH" both 10/10 https:... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/703774238... | ... | Labrador_retriever | 0.990119 | True | Chesapeake_Bay_retriever | 0.008026 | True | curly-coated_retriever | 1.242290e-03 | True | None |
| 1133 | 703769065844768768 | NaN | NaN | 2016-02-28 02:29:55 +0000 | <a href="http://twitter.com/download/iphone" r... | When you're trying to watch your favorite tv s... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/703769065... | ... | boxer | 0.838994 | True | Greater_Swiss_Mountain_dog | 0.088800 | True | bull_mastiff | 3.168390e-02 | True | None |
| 1136 | 703425003149250560 | 7.030419e+17 | 4.196984e+09 | 2016-02-27 03:42:44 +0000 | <a href="http://twitter.com/download/iphone" r... | Really guys? Again? I know this is a rare Alba... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/703425003... | ... | miniature_pinscher | 0.292866 | True | sleeping_bag | 0.142122 | False | Italian_greyhound | 7.084900e-02 | True | None |
| 1137 | 703407252292673536 | NaN | NaN | 2016-02-27 02:32:12 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper doesn't understand gates. 10/10 so... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/703407252... | ... | doormat | 0.201058 | False | turnstile | 0.088583 | False | carton | 8.292380e-02 | False | None |
| 1139 | 703356393781329922 | NaN | NaN | 2016-02-26 23:10:06 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Socks. That water pup w the super legs... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/703356393... | ... | Border_collie | 0.894842 | True | collie | 0.097364 | True | English_springer | 3.036740e-03 | True | None |
| 1140 | 703268521220972544 | NaN | NaN | 2016-02-26 17:20:56 +0000 | <a href="http://twitter.com/download/iphone" r... | Happy Friday here's a sleepy pupper 12/10 http... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/703268521... | ... | wool | 0.525434 | False | fur_coat | 0.236391 | False | kuvasz | 3.824300e-02 | True | None |
| 1141 | 703079050210877440 | NaN | NaN | 2016-02-26 04:48:02 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Butternut Cumberfloof. It's not wind... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/703079050... | ... | Pembroke | 0.778503 | True | Shetland_sheepdog | 0.093834 | True | Cardigan | 6.029640e-02 | True | None |
| 1142 | 703041949650034688 | NaN | NaN | 2016-02-26 02:20:37 +0000 | <a href="http://twitter.com/download/iphone" r... | This is an East African Chalupa Seal. We only ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/703041949... | ... | hippopotamus | 0.581403 | False | doormat | 0.152445 | False | sea_lion | 2.636430e-02 | False | None |
| 1145 | 702671118226825216 | NaN | NaN | 2016-02-25 01:47:04 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Rambo & Kiwi. Rambo's the pup with th... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/702671118... | ... | bloodhound | 0.381227 | True | Sussex_spaniel | 0.212017 | True | clumber | 1.286220e-01 | True | None |
| 1147 | 702539513671897089 | NaN | NaN | 2016-02-24 17:04:07 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Wild Tuscan Poofwiggle. Careful not ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/702539513... | ... | Pomeranian | 0.714367 | True | Shih-Tzu | 0.040574 | True | silky_terrier | 3.251050e-02 | True | None |
| 1148 | 702321140488925184 | NaN | NaN | 2016-02-24 02:36:23 +0000 | <a href="http://twitter.com/download/iphone" r... | Please enjoy this picture as much as I did. 12... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/702321140... | ... | West_Highland_white_terrier | 0.769159 | True | Scotch_terrier | 0.064369 | True | Old_English_sheepdog | 4.376340e-02 | True | None |
| 1149 | 702276748847800320 | NaN | NaN | 2016-02-23 23:39:59 +0000 | <a href="http://twitter.com/download/iphone" r... | "AND IIIIIIIIIIIEIIIIIIIIIIIII WILL ALWAYS LOV... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/702276748... | ... | Boston_bull | 0.697303 | True | French_bulldog | 0.239015 | True | American_Staffordshire_terrier | 1.983810e-02 | True | None |
| 1150 | 702217446468493312 | NaN | NaN | 2016-02-23 19:44:20 +0000 | <a href="http://twitter.com/download/iphone" r... | I know it's tempting, but please stop sending ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/702217446... | ... | golden_retriever | 0.242419 | True | chow | 0.226800 | True | cocker_spaniel | 1.940860e-01 | True | None |
| 1157 | 701214700881756160 | NaN | NaN | 2016-02-21 01:19:47 +0000 | <a href="http://twitter.com/download/iphone" r... | I'm not sure what's happening here, but it's p... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/701214700... | ... | Chihuahua | 0.615163 | True | Pembroke | 0.159509 | True | basenji | 8.446570e-02 | True | None |
| 1159 | 700864154249383937 | NaN | NaN | 2016-02-20 02:06:50 +0000 | <a href="http://twitter.com/download/iphone" r... | "Pupper is a present to world. Here is a bow f... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/700864154... | ... | kuvasz | 0.805857 | True | Great_Pyrenees | 0.187272 | True | Samoyed | 3.490900e-03 | True | None |
| 1162 | 700747788515020802 | NaN | NaN | 2016-02-19 18:24:26 +0000 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Pls stop sending in non-can... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/700747788... | ... | Great_Pyrenees | 0.481333 | True | Samoyed | 0.311769 | True | Maltese_dog | 7.496210e-02 | True | None |
| 1167 | 700151421916807169 | NaN | NaN | 2016-02-18 02:54:41 +0000 | <a href="http://twitter.com/download/iphone" r... | If a pupper gave that to me I'd probably start... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/700151421... | ... | tennis_ball | 0.328236 | False | Italian_greyhound | 0.176838 | True | Staffordshire_bullterrier | 1.340800e-01 | True | None |
| 1168 | 700143752053182464 | NaN | NaN | 2016-02-18 02:24:13 +0000 | <a href="http://twitter.com/download/iphone" r... | When it's Janet from accounting's birthday but... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/700143752... | ... | golden_retriever | 0.532460 | True | crossword_puzzle | 0.103796 | False | binder | 1.003710e-01 | False | None |
| 1174 | 699779630832685056 | NaN | NaN | 2016-02-17 02:17:19 +0000 | <a href="http://twitter.com/download/iphone" r... | Take all my money. 10/10 https://t.co/B28ebc5LzQ | NaN | NaN | NaN | https://twitter.com/dog_rates/status/699779630... | ... | malinois | 0.706038 | True | German_shepherd | 0.165655 | True | Great_Dane | 5.904750e-02 | True | None |
| 1178 | 699434518667751424 | NaN | NaN | 2016-02-16 03:25:58 +0000 | <a href="http://twitter.com/download/iphone" r... | I know this is a tad late but here's a wonderf... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/699434518... | ... | golden_retriever | 0.836572 | True | kuvasz | 0.105946 | True | Labrador_retriever | 2.514390e-02 | True | None |
| 1179 | 699423671849451520 | NaN | NaN | 2016-02-16 02:42:52 +0000 | <a href="http://twitter.com/download/iphone" r... | "Don't ever talk to me or my son again." ...bo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/699423671... | ... | pug | 0.997860 | True | French_bulldog | 0.001825 | True | bull_mastiff | 2.989400e-04 | True | None |
| 1182 | 699323444782047232 | NaN | NaN | 2016-02-15 20:04:36 +0000 | <a href="http://twitter.com/download/iphone" r... | "I'm bathing the children what do you want?" ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/699323444... | ... | Labrador_retriever | 0.309696 | True | doormat | 0.303700 | False | sliding_door | 7.726600e-02 | False | None |
| 1185 | 699072405256409088 | NaN | NaN | 2016-02-15 03:27:04 +0000 | <a href="http://twitter.com/download/iphone" r... | ERMAHGERD 12/10 please enjoy https://t.co/7WrA... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/699072405... | ... | Shih-Tzu | 0.599587 | True | Pekinese | 0.213069 | True | Maltese_dog | 1.542930e-01 | True | None |
| 1186 | 699036661657767936 | NaN | NaN | 2016-02-15 01:05:02 +0000 | <a href="http://twitter.com/download/iphone" r... | HAPPY V-DAY FROM YOUR FAV PUPPER SQUAD 13/10 f... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/699036661... | ... | Chihuahua | 0.222943 | True | toyshop | 0.179938 | False | Weimaraner | 1.630330e-01 | True | None |
| 1192 | 698635131305795584 | NaN | NaN | 2016-02-13 22:29:29 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we are witnessing five Guatemalan Birch F... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/698635131... | ... | Samoyed | 0.158464 | True | kuvasz | 0.089402 | True | West_Highland_white_terrier | 2.503730e-02 | True | None |
| 1197 | 698195409219559425 | NaN | NaN | 2016-02-12 17:22:12 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Beau & Wilbur. Wilbur stole Beau's be... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/698195409... | ... | Labrador_retriever | 0.643690 | True | American_Staffordshire_terrier | 0.102684 | True | dalmatian | 5.000780e-02 | True | None |
| 1199 | 697995514407682048 | NaN | NaN | 2016-02-12 04:07:53 +0000 | <a href="http://twitter.com/download/iphone" r... | "Dammit hooman quit playin I jus wanna wheat t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/697995514... | ... | Staffordshire_bullterrier | 0.280222 | True | Boston_bull | 0.161478 | True | American_Staffordshire_terrier | 1.268840e-01 | True | None |
| 1203 | 697616773278015490 | NaN | NaN | 2016-02-11 03:02:54 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper doubles as a hallway rug. Very rar... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/697616773... | ... | Lhasa | 0.521931 | True | Shih-Tzu | 0.403451 | True | Tibetan_terrier | 3.991220e-02 | True | None |
| 1204 | 697596423848730625 | NaN | NaN | 2016-02-11 01:42:02 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a pupper with a piece of pizza. Two of ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/697596423... | ... | Shetland_sheepdog | 0.621668 | True | collie | 0.366578 | True | Pembroke | 7.698190e-03 | True | None |
| 1207 | 697463031882764288 | NaN | NaN | 2016-02-10 16:51:59 +0000 | <a href="http://twitter.com/download/iphone" r... | Happy Wednesday here's a bucket of pups. 44/40... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/697463031... | ... | Labrador_retriever | 0.999885 | True | golden_retriever | 0.000098 | True | pug | 8.267760e-06 | True | None |
| 1209 | 697259378236399616 | NaN | NaN | 2016-02-10 03:22:44 +0000 | <a href="http://twitter.com/download/iphone" r... | Please stop sending in saber-toothed tigers. T... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/697259378... | ... | Great_Dane | 0.999223 | True | boxer | 0.000187 | True | whippet | 1.510710e-04 | True | None |
| 1213 | 696894894812565505 | NaN | NaN | 2016-02-09 03:14:25 +0000 | <a href="http://twitter.com/download/iphone" r... | These two pirates crashed their ship and don't... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/696894894... | ... | Appenzeller | 0.665628 | True | beagle | 0.104795 | True | Greater_Swiss_Mountain_dog | 6.786800e-02 | True | None |
| 1214 | 696886256886657024 | NaN | NaN | 2016-02-09 02:40:05 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys I found the dog from Up. 12/10 https://t.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/696886256... | ... | kuvasz | 0.383941 | True | golden_retriever | 0.289085 | True | dingo | 5.654810e-02 | False | None |
| 1218 | 696488710901260288 | NaN | NaN | 2016-02-08 00:20:23 +0000 | <a href="http://twitter.com/download/iphone" r... | 12/10 revolutionary af https://t.co/zKzq4nIY86 | NaN | NaN | NaN | https://twitter.com/dog_rates/status/696488710... | ... | briard | 0.369063 | True | Scotch_terrier | 0.168204 | True | giant_schnauzer | 1.205530e-01 | True | None |
| 1220 | 695816827381944320 | NaN | NaN | 2016-02-06 03:50:33 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a dog enjoying a sunset. 11/10 would tr... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/695816827... | ... | Pomeranian | 0.382234 | True | chow | 0.208302 | True | sunglasses | 1.313280e-01 | False | None |
| 1222 | 695767669421768709 | 6.753494e+17 | 4.196984e+09 | 2016-02-06 00:35:13 +0000 | <a href="http://twitter.com/download/iphone" r... | If you are aware of who is making these please... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/695767669... | ... | soft-coated_wheaten_terrier | 0.805139 | True | Lakeland_terrier | 0.121662 | True | Afghan_hound | 2.330250e-02 | True | None |
| 1224 | 695446424020918272 | NaN | NaN | 2016-02-05 03:18:42 +0000 | <a href="http://twitter.com/download/iphone" r... | We normally don't rate unicorns but this one h... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/695446424... | ... | basenji | 0.748904 | True | Cardigan | 0.121102 | True | Pembroke | 1.117670e-01 | True | None |
| 1227 | 695095422348574720 | NaN | NaN | 2016-02-04 04:03:57 +0000 | <a href="http://twitter.com/download/iphone" r... | This is just a beautiful pupper good shit evol... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/695095422... | ... | papillon | 0.227784 | True | Chihuahua | 0.218128 | True | Border_collie | 9.345740e-02 | True | None |
| 1229 | 695064344191721472 | NaN | NaN | 2016-02-04 02:00:27 +0000 | <a href="http://twitter.com/download/iphone" r... | This may be the greatest video I've ever been ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/695064344... | ... | seat_belt | 0.522211 | False | sunglasses | 0.077552 | False | ice_lolly | 5.177400e-02 | False | None |
| 1233 | 694356675654983680 | 6.706684e+17 | 4.196984e+09 | 2016-02-02 03:08:26 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper only appears through the hole of a... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/694356675... | ... | hamster | 0.429871 | False | Pomeranian | 0.144272 | True | pretzel | 1.272200e-01 | False | None |
| 1236 | 694206574471057408 | NaN | NaN | 2016-02-01 17:11:59 +0000 | <a href="http://twitter.com/download/iphone" r... | "Martha come take a look at this. I'm so fed u... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/694206574... | ... | Shih-Tzu | 0.352547 | True | toy_poodle | 0.155720 | True | Maltese_dog | 1.166570e-01 | True | None |
| 1240 | 693647888581312512 | NaN | NaN | 2016-01-31 04:11:58 +0000 | <a href="http://twitter.com/download/iphone" r... | What kind of person sends in a pic without a d... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/693647888... | ... | washbasin | 0.272451 | False | doormat | 0.165871 | False | bathtub | 6.636840e-02 | False | None |
| 1242 | 693629975228977152 | NaN | NaN | 2016-01-31 03:00:47 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper is afraid of its own feet. 12/10 w... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/693629975... | ... | pug | 0.841987 | True | French_bulldog | 0.069791 | True | Boston_bull | 3.871990e-02 | True | None |
| 1247 | 693262851218264065 | NaN | NaN | 2016-01-30 02:41:58 +0000 | <a href="http://twitter.com/download/iphone" r... | I hope you guys enjoy this beautiful snowy pup... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/693262851... | ... | golden_retriever | 0.989333 | True | Labrador_retriever | 0.007946 | True | kuvasz | 7.489320e-04 | True | None |
| 1250 | 693109034023534592 | NaN | NaN | 2016-01-29 16:30:45 +0000 | <a href="http://twitter.com/download/iphone" r... | "Thank you friend that was a swell petting" 11... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/693109034... | ... | cocker_spaniel | 0.740013 | True | Welsh_springer_spaniel | 0.088739 | True | golden_retriever | 4.746980e-02 | True | None |
| 1252 | 692919143163629568 | NaN | NaN | 2016-01-29 03:56:12 +0000 | <a href="http://twitter.com/download/iphone" r... | Please only send in dogs. Don't submit other t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/692919143... | ... | Saint_Bernard | 0.612635 | True | English_springer | 0.269744 | True | boxer | 4.866550e-02 | True | None |
| 1254 | 692901601640583168 | NaN | NaN | 2016-01-29 02:46:29 +0000 | <a href="http://twitter.com/download/iphone" r... | "Fuck the system" 10/10 https://t.co/N0OADmCnVV | NaN | NaN | NaN | https://twitter.com/dog_rates/status/692901601... | ... | soft-coated_wheaten_terrier | 0.403496 | True | cocker_spaniel | 0.135164 | True | golden_retriever | 8.871870e-02 | True | None |
| 1256 | 692828166163931137 | NaN | NaN | 2016-01-28 21:54:41 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper just descended from heaven. 12/10 ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/692828166... | ... | Samoyed | 0.985857 | True | Arctic_fox | 0.007852 | False | white_wolf | 3.277700e-03 | False | None |
| 1257 | 692752401762250755 | NaN | NaN | 2016-01-28 16:53:37 +0000 | <a href="http://twitter.com/download/iphone" r... | "Hello yes could I get one pupper to go please... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/692752401... | ... | Samoyed | 0.471276 | True | Siberian_husky | 0.158850 | True | Eskimo_dog | 1.386720e-01 | True | None |
| 1262 | 692187005137076224 | NaN | NaN | 2016-01-27 03:26:56 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a rare Arctic Wubberfloof. Unamused by... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/692187005... | ... | Siberian_husky | 0.810592 | True | malamute | 0.119745 | True | Eskimo_dog | 2.926480e-02 | True | None |
| 1267 | 691756958957883396 | NaN | NaN | 2016-01-25 22:58:05 +0000 | <a href="http://twitter.com/download/iphone" r... | THE BRITISH ARE COMING\nTHE BRITISH ARE COMING... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/691756958... | ... | Saint_Bernard | 0.342571 | True | boxer | 0.289096 | True | Pembroke | 7.646340e-02 | True | None |
| 1268 | 691675652215414786 | NaN | NaN | 2016-01-25 17:35:00 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Richie and Plip. They are the best of ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/691675652... | ... | Chihuahua | 0.182898 | True | teddy | 0.128077 | False | West_Highland_white_terrier | 9.787480e-02 | True | None |
| 1269 | 691483041324204033 | NaN | NaN | 2016-01-25 04:49:38 +0000 | <a href="http://twitter.com/download/iphone" r... | When bae says they can't go out but you see th... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/691483041... | ... | bloodhound | 0.886232 | True | black-and-tan_coonhound | 0.077420 | True | Gordon_setter | 9.826430e-03 | True | None |
| 1272 | 691416866452082688 | NaN | NaN | 2016-01-25 00:26:41 +0000 | <a href="http://twitter.com/download/iphone" r... | I present to you... Dog Jesus. 13/10 (he could... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/691416866... | ... | Lakeland_terrier | 0.530104 | True | Irish_terrier | 0.197314 | True | Airedale | 8.251460e-02 | True | None |
| 1274 | 691096613310316544 | NaN | NaN | 2016-01-24 03:14:07 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we see one dog giving a puptalk to anothe... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/691096613... | ... | borzoi | 0.441269 | True | llama | 0.278270 | False | Arabian_camel | 6.350350e-02 | False | None |
| 1275 | 691090071332753408 | NaN | NaN | 2016-01-24 02:48:07 +0000 | <a href="http://twitter.com/download/iphone" r... | Happy Saturday here's a dog in a mailbox. 12/1... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/691090071... | ... | barrow | 0.241637 | False | tub | 0.238450 | False | bathtub | 1.672850e-01 | False | None |
| 1276 | 690959652130045952 | NaN | NaN | 2016-01-23 18:09:53 +0000 | <a href="http://twitter.com/download/iphone" r... | This golden is happy to refute the soft mouth ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/690959652... | ... | golden_retriever | 0.862964 | True | Labrador_retriever | 0.044865 | True | Saluki | 1.246780e-02 | True | None |
| 1286 | 690360449368465409 | NaN | NaN | 2016-01-22 02:28:52 +0000 | <a href="http://twitter.com/download/iphone" r... | Stop sending in lobsters. This is the final wa... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/690360449... | ... | pug | 0.686933 | True | French_bulldog | 0.076359 | True | Brabancon_griffon | 3.500700e-02 | True | None |
| 1290 | 690005060500217858 | NaN | NaN | 2016-01-21 02:56:40 +0000 | <a href="http://twitter.com/download/iphone" r... | "I'm the only one that ever does anything in t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/690005060... | ... | Samoyed | 0.270287 | True | Great_Pyrenees | 0.114027 | True | teddy | 7.247480e-02 | False | None |
| 1292 | 689977555533848577 | NaN | NaN | 2016-01-21 01:07:23 +0000 | <a href="http://twitter.com/download/iphone" r... | Happy Wednesday here's a pup wearing a beret. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/689977555... | ... | cowboy_hat | 0.291081 | False | Labrador_retriever | 0.179625 | True | sombrero | 1.214930e-01 | False | None |
| 1295 | 689835978131935233 | NaN | NaN | 2016-01-20 15:44:48 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Fynn & Taco. Fynn is an all-powerful ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/689835978... | ... | collie | 0.600186 | True | Shetland_sheepdog | 0.298939 | True | borzoi | 2.261560e-02 | True | None |
| 1299 | 689599056876867584 | NaN | NaN | 2016-01-20 00:03:21 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we see 33 dogs posing for a picture. All ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/689599056... | ... | dogsled | 0.426494 | False | cocker_spaniel | 0.073101 | True | Chihuahua | 7.032290e-02 | True | None |
| 1300 | 689557536375177216 | NaN | NaN | 2016-01-19 21:18:22 +0000 | <a href="http://twitter.com/download/iphone" r... | Downright majestic af 12/10 https://t.co/WFh2F... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/689557536... | ... | Eskimo_dog | 0.169482 | True | Siberian_husky | 0.161655 | True | dingo | 1.544140e-01 | False | None |
| 1302 | 689289219123089408 | NaN | NaN | 2016-01-19 03:32:10 +0000 | <a href="http://twitter.com/download/iphone" r... | Someone sent me this without any context and e... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/689289219... | ... | snowmobile | 0.254642 | False | assault_rifle | 0.129558 | False | rifle | 1.108750e-01 | False | None |
| 1306 | 689154315265683456 | NaN | NaN | 2016-01-18 18:36:07 +0000 | <a href="http://twitter.com/download/iphone" r... | We normally don't rate birds but I feel bad co... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/689154315... | ... | cocker_spaniel | 0.816044 | True | golden_retriever | 0.054135 | True | Airedale | 3.064810e-02 | True | None |
| 1308 | 688916208532455424 | NaN | NaN | 2016-01-18 02:49:58 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper just wants to say hello. 11/10 wou... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/688916208... | ... | Pembroke | 0.430544 | True | red_fox | 0.206576 | False | Pomeranian | 1.543520e-01 | True | None |
| 1310 | 688898160958271489 | NaN | NaN | 2016-01-18 01:38:15 +0000 | <a href="http://twitter.com/download/iphone" r... | When you have a ton of work to do but then rem... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/688898160... | ... | Ibizan_hound | 0.853170 | True | Chihuahua | 0.039897 | True | Italian_greyhound | 3.521960e-02 | True | None |
| 1313 | 688804835492233216 | NaN | NaN | 2016-01-17 19:27:24 +0000 | <a href="http://twitter.com/download/iphone" r... | When you stumble but recover quickly cause you... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/688804835... | ... | malinois | 0.199512 | True | German_shepherd | 0.096797 | True | Saluki | 8.284820e-02 | True | None |
| 1320 | 688116655151435777 | NaN | NaN | 2016-01-15 21:52:49 +0000 | <a href="http://twitter.com/download/iphone" r... | Please send dogs. I'm tired of seeing other st... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/688116655... | ... | pug | 0.973819 | True | Chihuahua | 0.010891 | True | Staffordshire_bullterrier | 6.863890e-03 | True | None |
| 1323 | 687818504314159109 | NaN | NaN | 2016-01-15 02:08:05 +0000 | <a href="http://twitter.com/download/iphone" r... | With great pupper comes great responsibility. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/687818504... | ... | Lakeland_terrier | 0.873029 | True | soft-coated_wheaten_terrier | 0.060924 | True | toy_poodle | 1.703090e-02 | True | None |
| 1324 | 687807801670897665 | NaN | NaN | 2016-01-15 01:25:33 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Trooper & Maya. Trooper protects Maya... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/687807801... | ... | Staffordshire_bullterrier | 0.151113 | True | boxer | 0.135697 | True | American_Staffordshire_terrier | 8.659120e-02 | True | None |
| 1328 | 687480748861947905 | NaN | NaN | 2016-01-14 03:45:57 +0000 | <a href="http://twitter.com/download/iphone" r... | Another magnificent photo. 12/10 https://t.co/... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/687480748... | ... | English_springer | 0.472273 | True | English_setter | 0.166862 | True | Brittany_spaniel | 1.634110e-01 | True | None |
| 1332 | 687312378585812992 | NaN | NaN | 2016-01-13 16:36:55 +0000 | <a href="http://twitter.com/download/iphone" r... | "You got any games on your phone" 7/10 for inv... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/687312378... | ... | seat_belt | 0.703561 | False | Great_Dane | 0.139909 | True | Weimaraner | 2.111250e-02 | True | None |
| 1336 | 687102708889812993 | NaN | NaN | 2016-01-13 02:43:46 +0000 | <a href="http://twitter.com/download/iphone" r... | Army of water dogs here. None of them know whe... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/687102708... | ... | fiddler_crab | 0.992069 | False | quail | 0.002491 | False | rock_crab | 1.512570e-03 | False | None |
| 1339 | 686749460672679938 | NaN | NaN | 2016-01-12 03:20:05 +0000 | <a href="http://twitter.com/download/iphone" r... | Strange pup here. Easily manipulated. Rather i... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/686749460... | ... | cheeseburger | 0.643808 | False | hotdog | 0.201378 | False | bagel | 6.387970e-02 | False | None |
| 1340 | 686730991906516992 | NaN | NaN | 2016-01-12 02:06:41 +0000 | <a href="http://twitter.com/download/iphone" r... | I just love this picture. 12/10 lovely af http... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/686730991... | ... | Tibetan_mastiff | 0.338812 | True | Newfoundland | 0.180925 | True | golden_retriever | 1.800230e-01 | True | None |
| 1346 | 686358356425093120 | NaN | NaN | 2016-01-11 01:25:58 +0000 | <a href="http://twitter.com/download/iphone" r... | Heartwarming scene here. Son reuniting w fathe... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/686358356... | ... | pug | 0.985237 | True | bull_mastiff | 0.008841 | True | boxer | 2.321430e-03 | True | None |
| 1348 | 686034024800862208 | NaN | NaN | 2016-01-10 03:57:12 +0000 | <a href="http://twitter.com/download/iphone" r... | Your fav crew is back and this time they're em... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/686034024... | ... | Great_Dane | 0.236920 | True | Irish_wolfhound | 0.117608 | True | Greater_Swiss_Mountain_dog | 1.039000e-01 | True | None |
| 1349 | 686007916130873345 | NaN | NaN | 2016-01-10 02:13:27 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper has a magical eye. 11/10 I can't s... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/686007916... | ... | Rhodesian_ridgeback | 0.885301 | True | redbone | 0.042335 | True | seat_belt | 1.049300e-02 | False | None |
| 1352 | 685943807276412928 | NaN | NaN | 2016-01-09 21:58:42 +0000 | <a href="http://twitter.com/download/iphone" r... | This is the newly formed pupper a capella grou... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/685943807... | ... | papillon | 0.200812 | True | toy_terrier | 0.114512 | True | Cardigan | 9.451960e-02 | True | None |
| 1357 | 685547936038666240 | NaN | NaN | 2016-01-08 19:45:39 +0000 | <a href="http://twitter.com/download/iphone" r... | Everybody needs to read this. Jack is our firs... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/685547936... | ... | web_site | 0.923987 | False | oscilloscope | 0.009712 | False | hand-held_computer | 8.768570e-03 | False | None |
| 1358 | 685532292383666176 | NaN | NaN | 2016-01-08 18:43:29 +0000 | <a href="http://twitter.com/download/iphone" r... | For the last time, WE. DO. NOT. RATE. BULBASAU... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/685532292... | ... | white_wolf | 0.318524 | False | dingo | 0.215436 | False | collie | 9.580520e-02 | True | None |
| 1359 | 685325112850124800 | NaN | NaN | 2016-01-08 05:00:14 +0000 | <a href="http://twitter.com/download/iphone" r... | "Tristan do not speak to me with that kind of ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/685325112... | ... | golden_retriever | 0.586937 | True | Labrador_retriever | 0.398260 | True | kuvasz | 5.409690e-03 | True | None |
| 1361 | 685315239903100929 | NaN | NaN | 2016-01-08 04:21:00 +0000 | <a href="http://twitter.com/download/iphone" r... | I would like everyone to appreciate this pup's... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/685315239... | ... | chow | 0.470162 | True | Pomeranian | 0.159677 | True | Eskimo_dog | 1.050740e-01 | True | None |
| 1368 | 684926975086034944 | NaN | NaN | 2016-01-07 02:38:10 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Bruiser & Charlie. They are the best ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/684926975... | ... | Labrador_retriever | 0.769412 | True | golden_retriever | 0.144893 | True | lion | 2.143980e-02 | False | None |
| 1369 | 684914660081053696 | NaN | NaN | 2016-01-07 01:49:14 +0000 | <a href="http://twitter.com/download/iphone" r... | "Hello yes I'll just get one of each color tha... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/684914660... | ... | shopping_cart | 0.460950 | False | chow | 0.261288 | True | Labrador_retriever | 7.419380e-02 | True | None |
| 1371 | 684880619965411328 | NaN | NaN | 2016-01-06 23:33:58 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have a basking dino pupper. Looks powe... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/684880619... | ... | clog | 0.081101 | False | spindle | 0.066957 | False | agama | 6.088370e-02 | False | None |
| 1373 | 684594889858887680 | NaN | NaN | 2016-01-06 04:38:35 +0000 | <a href="http://twitter.com/download/iphone" r... | "FOR THE LAST TIME I DON'T WANNA PLAY TWISTER ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/684594889... | ... | Weimaraner | 0.948688 | True | English_setter | 0.035352 | True | Brittany_spaniel | 3.878780e-03 | True | None |
| 1375 | 684538444857667585 | 6.844811e+17 | 4.196984e+09 | 2016-01-06 00:54:18 +0000 | <a href="http://twitter.com/download/iphone" r... | After watching this video, we've determined th... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/684538444... | ... | Chihuahua | 0.702583 | True | Siamese_cat | 0.068218 | False | macaque | 4.332460e-02 | False | None |
| 1379 | 684225744407494656 | 6.842229e+17 | 4.196984e+09 | 2016-01-05 04:11:44 +0000 | <a href="http://twitter.com/download/iphone" r... | Two sneaky puppers were not initially seen, mo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/684225744... | ... | golden_retriever | 0.203249 | True | Samoyed | 0.067958 | True | Great_Pyrenees | 6.532750e-02 | True | None |
| 1381 | 684200372118904832 | NaN | NaN | 2016-01-05 02:30:55 +0000 | <a href="http://twitter.com/download/iphone" r... | Gang of fearless hoofed puppers here. Straight... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/684200372... | ... | llama | 0.681347 | False | ram | 0.120142 | False | hog | 4.368580e-02 | False | None |
| 1383 | 684188786104872960 | NaN | NaN | 2016-01-05 01:44:52 +0000 | <a href="http://twitter.com/download/iphone" r... | "Yo Boomer I'm taking a selfie, grab your stic... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/684188786... | ... | kelpie | 0.537782 | True | American_Staffordshire_terrier | 0.082953 | True | Staffordshire_bullterrier | 6.975990e-02 | True | None |
| 1385 | 684122891630342144 | NaN | NaN | 2016-01-04 21:23:02 +0000 | <a href="http://twitter.com/download/iphone" r... | Heartwarming scene of two pups that want nothi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/684122891... | ... | cheetah | 0.822193 | False | Arabian_camel | 0.046976 | False | jaguar | 2.578480e-02 | False | None |
| 1390 | 683834909291606017 | NaN | NaN | 2016-01-04 02:18:42 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we see a faulty pupper. Might need to rep... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/683834909... | ... | Maltese_dog | 0.738449 | True | toy_poodle | 0.102992 | True | Samoyed | 2.324720e-02 | True | None |
| 1391 | 683828599284170753 | NaN | NaN | 2016-01-04 01:53:37 +0000 | <a href="http://twitter.com/download/iphone" r... | Breathtaking pupper here. Should be on the cov... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/683828599... | ... | malamute | 0.577376 | True | Siberian_husky | 0.287131 | True | Eskimo_dog | 1.175630e-01 | True | None |
| 1396 | 683462770029932544 | NaN | NaN | 2016-01-03 01:39:57 +0000 | <a href="http://twitter.com/download/iphone" r... | "Hello forest pupper I am house pupper welcome... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/683462770... | ... | Italian_greyhound | 0.399560 | True | whippet | 0.267153 | True | German_short-haired_pointer | 8.131910e-02 | True | None |
| 1397 | 683449695444799489 | NaN | NaN | 2016-01-03 00:47:59 +0000 | <a href="http://twitter.com/download/iphone" r... | I just want to be friends with this dog. Appea... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/683449695... | ... | Lakeland_terrier | 0.303512 | True | soft-coated_wheaten_terrier | 0.211424 | True | golden_retriever | 1.707250e-01 | True | None |
| 1399 | 683357973142474752 | NaN | NaN | 2016-01-02 18:43:31 +0000 | <a href="http://twitter.com/download/iphone" r... | "Have a seat, son. There are some things we ne... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/683357973... | ... | Pembroke | 0.406509 | True | Cardigan | 0.154854 | True | Siberian_husky | 1.363660e-01 | True | None |
| 1402 | 683098815881154561 | NaN | NaN | 2016-01-02 01:33:43 +0000 | <a href="http://twitter.com/download/iphone" r... | aahhhhkslaldhwnxmzbbs 12/10 for being da smoos... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/683098815... | ... | golden_retriever | 0.889848 | True | kuvasz | 0.053008 | True | Labrador_retriever | 3.788120e-02 | True | None |
| 1403 | 683078886620553216 | NaN | NaN | 2016-01-02 00:14:32 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we see a nifty leaping pupper. Feet look ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/683078886... | ... | koala | 0.141432 | False | Eskimo_dog | 0.094044 | True | wallaby | 8.523650e-02 | False | None |
| 1406 | 682788441537560576 | NaN | NaN | 2016-01-01 05:00:24 +0000 | <a href="http://twitter.com/download/iphone" r... | Happy New Year from your fav holiday squad! 🎉 ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/682788441... | ... | toyshop | 0.375610 | False | orange | 0.094538 | False | teddy | 3.980820e-02 | False | None |
| 1408 | 682697186228989953 | NaN | NaN | 2015-12-31 22:57:47 +0000 | <a href="http://twitter.com/download/iphone" r... | NAAAAAAA ZAPENYAAAAA MABADI-CHIBAWAAA 12/10 ht... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/682697186... | ... | bald_eagle | 0.097232 | False | torch | 0.096621 | False | cliff | 9.038550e-02 | False | None |
| 1409 | 682662431982772225 | NaN | NaN | 2015-12-31 20:39:41 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Joey and Izzy. Joey only has one ear that... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/682662431... | ... | beagle | 0.413824 | True | Cardigan | 0.263553 | True | basset | 1.676180e-01 | True | None |
| 1410 | 682638830361513985 | NaN | NaN | 2015-12-31 19:05:54 +0000 | <a href="http://twitter.com/download/iphone" r... | I have no words. Just a magnificent pup. 12/10... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/682638830... | ... | English_springer | 0.440781 | True | Cardigan | 0.411182 | True | Border_collie | 2.241220e-02 | True | None |
| 1411 | 682429480204398592 | NaN | NaN | 2015-12-31 05:14:01 +0000 | <a href="http://twitter.com/download/iphone" r... | I know we joke around on here, but this is get... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/682429480... | ... | whippet | 0.594701 | True | Italian_greyhound | 0.314091 | True | Mexican_hairless | 3.777330e-02 | True | None |
| 1421 | 682003177596559360 | NaN | NaN | 2015-12-30 01:00:03 +0000 | <a href="http://twitter.com/download/iphone" r... | Unique dog here. Wrinkly as hell. Weird segmen... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/682003177... | ... | triceratops | 0.249872 | False | chimpanzee | 0.060929 | False | mask | 5.022100e-02 | False | None |
| 1427 | 681610798867845120 | NaN | NaN | 2015-12-28 23:00:52 +0000 | <a href="http://twitter.com/download/iphone" r... | *collapses* 12/10 https://t.co/C7M8mnzHIK | NaN | NaN | NaN | https://twitter.com/dog_rates/status/681610798... | ... | toy_poodle | 0.821704 | True | miniature_poodle | 0.116042 | True | Yorkshire_terrier | 1.484720e-02 | True | None |
| 1433 | 681297372102656000 | NaN | NaN | 2015-12-28 02:15:26 +0000 | <a href="http://twitter.com/download/iphone" r... | This is actually a lion. We only rate dogs. Fo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/681297372... | ... | Lhasa | 0.482401 | True | Shih-Tzu | 0.113672 | True | Pomeranian | 9.622860e-02 | True | None |
| 1437 | 681231109724700672 | NaN | NaN | 2015-12-27 21:52:07 +0000 | <a href="http://twitter.com/download/iphone" r... | I just love this pic. 11/10 this pupper is goi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/681231109... | ... | Irish_setter | 0.406047 | True | cocker_spaniel | 0.345646 | True | Airedale | 1.479120e-01 | True | None |
| 1439 | 680970795137544192 | NaN | NaN | 2015-12-27 04:37:44 +0000 | <a href="http://twitter.com/download/iphone" r... | I thought I made this very clear. We only rate... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/680970795... | ... | pug | 0.713102 | True | whippet | 0.057426 | True | quilt | 5.601810e-02 | False | None |
| 1451 | 680494726643068929 | NaN | NaN | 2015-12-25 21:06:00 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have uncovered an entire battalion of ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/680494726... | ... | kuvasz | 0.438627 | True | Samoyed | 0.111622 | True | Great_Pyrenees | 6.406080e-02 | True | None |
| 1453 | 680440374763077632 | NaN | NaN | 2015-12-25 17:30:01 +0000 | <a href="http://twitter.com/download/iphone" r... | Merry Christmas. My gift to you is this tiny u... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/680440374... | ... | space_heater | 0.920367 | False | radiator | 0.049933 | False | electric_fan | 6.719030e-03 | False | None |
| 1455 | 680206703334408192 | NaN | NaN | 2015-12-25 02:01:30 +0000 | <a href="http://twitter.com/download/iphone" r... | I hope everyone enjoys this picture as much as... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/680206703... | ... | Christmas_stocking | 0.149758 | False | cloak | 0.128830 | False | teddy | 1.091290e-01 | False | None |
| 1456 | 680191257256136705 | NaN | NaN | 2015-12-25 01:00:07 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a sleepy Christmas pupper 11/10 https:/... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/680191257... | ... | Brittany_spaniel | 0.733253 | True | Welsh_springer_spaniel | 0.251634 | True | English_springer | 9.243210e-03 | True | None |
| 1457 | 680176173301628928 | NaN | NaN | 2015-12-25 00:00:11 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper is patiently waiting to scare the ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/680176173... | ... | Christmas_stocking | 0.207547 | False | mask | 0.193880 | False | feather_boa | 1.527380e-01 | False | None |
| 1463 | 680085611152338944 | NaN | NaN | 2015-12-24 18:00:19 +0000 | <a href="https://about.twitter.com/products/tw... | This is by far the most coordinated series of ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/680085611... | ... | pillow | 0.778113 | False | apron | 0.095023 | False | wallet | 4.932580e-02 | False | None |
| 1467 | 679862121895714818 | NaN | NaN | 2015-12-24 03:12:15 +0000 | <a href="http://twitter.com/download/iphone" r... | "Dammit hooman I'm jus trynna lik the fler" 11... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/679862121... | ... | EntleBucher | 0.523206 | True | Greater_Swiss_Mountain_dog | 0.431657 | True | Appenzeller | 4.420790e-02 | True | None |
| 1470 | 679828447187857408 | NaN | NaN | 2015-12-24 00:58:27 +0000 | <a href="http://twitter.com/download/iphone" r... | Everybody look at this beautiful pupper 13/10 ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/679828447... | ... | Chihuahua | 0.346545 | True | dalmatian | 0.166246 | True | toy_terrier | 1.175020e-01 | True | None |
| 1472 | 679736210798047232 | NaN | NaN | 2015-12-23 18:51:56 +0000 | <a href="http://twitter.com/download/iphone" r... | This pup's name is Sabertooth (parents must be... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/679736210... | ... | French_bulldog | 0.319139 | True | Chihuahua | 0.154088 | True | Cardigan | 1.176880e-01 | True | None |
| 1475 | 679530280114372609 | NaN | NaN | 2015-12-23 05:13:38 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys this really needs to stop. We've been ove... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/679530280... | ... | dalmatian | 0.750256 | True | jaguar | 0.169007 | False | zebra | 6.481490e-03 | False | None |
| 1476 | 679527802031484928 | NaN | NaN | 2015-12-23 05:03:47 +0000 | <a href="http://twitter.com/download/iphone" r... | This little pupper just arrived. 11/10 would s... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/679527802... | ... | mailbox | 0.336393 | False | cannon | 0.158936 | False | cuirass | 5.264710e-02 | False | None |
| 1482 | 679148763231985668 | NaN | NaN | 2015-12-22 03:57:37 +0000 | <a href="http://twitter.com/download/iphone" r... | I know everyone's excited for Christmas but th... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/679148763... | ... | Italian_greyhound | 0.302685 | True | hair_slide | 0.124281 | False | Afghan_hound | 5.984600e-02 | True | None |
| 1484 | 679111216690831360 | NaN | NaN | 2015-12-22 01:28:25 +0000 | <a href="http://twitter.com/download/iphone" r... | This is officially the greatest yawn of all ti... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/679111216... | ... | kelpie | 0.189423 | True | beagle | 0.121988 | True | basset | 1.211710e-01 | True | None |
| 1486 | 679047485189439488 | NaN | NaN | 2015-12-21 21:15:11 +0000 | <a href="http://twitter.com/download/iphone" r... | This dog doesn't know how to stairs. Quite tra... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/679047485... | ... | panpipe | 0.962572 | False | bannister | 0.025248 | False | golden_retriever | 2.930350e-03 | True | None |
| 1487 | 678991772295516161 | NaN | NaN | 2015-12-21 17:33:48 +0000 | <a href="http://twitter.com/download/iphone" r... | If your Monday isn't going so well just take a... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/678991772... | ... | Eskimo_dog | 0.330216 | True | Siberian_husky | 0.187003 | True | Chihuahua | 1.014200e-01 | True | None |
| 1489 | 678800283649069056 | NaN | NaN | 2015-12-21 04:52:53 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a pupper with some mean tan lines. Snaz... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/678800283... | ... | Labrador_retriever | 0.213673 | True | beagle | 0.146235 | True | Airedale | 1.227010e-01 | True | None |
| 1496 | 678675843183484930 | NaN | NaN | 2015-12-20 20:38:24 +0000 | <a href="http://twitter.com/download/iphone" r... | Exotic pup here. Tail long af. Throat looks sw... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/678675843... | ... | maze | 0.339850 | False | streetcar | 0.099688 | False | sundial | 8.480770e-02 | False | None |
| 1498 | 678446151570427904 | NaN | NaN | 2015-12-20 05:25:42 +0000 | <a href="http://twitter.com/download/iphone" r... | Touching scene here. Really stirs up the emoti... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/678446151... | ... | Staffordshire_bullterrier | 0.284492 | True | Rottweiler | 0.189434 | True | American_Staffordshire_terrier | 1.894300e-01 | True | None |
| 1501 | 678399652199309312 | NaN | NaN | 2015-12-20 02:20:55 +0000 | <a href="http://twitter.com/download/iphone" r... | This made my day. 12/10 please enjoy https://t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/678399652... | ... | swing | 0.929196 | False | Bedlington_terrier | 0.015047 | True | Great_Pyrenees | 1.403890e-02 | True | None |
| 1502 | 678396796259975168 | NaN | NaN | 2015-12-20 02:09:34 +0000 | <a href="http://twitter.com/download/iphone" r... | These little fellas have opposite facial expre... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/678396796... | ... | Pembroke | 0.956180 | True | Cardigan | 0.031803 | True | Chihuahua | 6.276500e-03 | True | None |
| 1505 | 678341075375947776 | NaN | NaN | 2015-12-19 22:28:09 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper likes tape. 12/10 https://t.co/cSp... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/678341075... | ... | golden_retriever | 0.853284 | True | cocker_spaniel | 0.026230 | True | Labrador_retriever | 2.412280e-02 | True | None |
| 1507 | 678278586130948096 | NaN | NaN | 2015-12-19 18:19:51 +0000 | <a href="http://twitter.com/download/iphone" r... | Another spooky pupper here. Most definitely fl... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/678278586... | ... | Maltese_dog | 0.897841 | True | Lhasa | 0.035717 | True | Tibetan_terrier | 1.710750e-02 | True | None |
| 1510 | 677918531514703872 | NaN | NaN | 2015-12-18 18:29:07 +0000 | <a href="http://twitter.com/download/iphone" r... | "Everything looks pretty good in there. Make s... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677918531... | ... | Eskimo_dog | 0.199347 | True | dalmatian | 0.153225 | True | American_Staffordshire_terrier | 1.077980e-01 | True | None |
| 1511 | 677895101218201600 | NaN | NaN | 2015-12-18 16:56:01 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys this was terrifying. Really spooked me up... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677895101... | ... | dalmatian | 0.550702 | True | kuvasz | 0.060226 | True | Great_Pyrenees | 5.863100e-02 | True | None |
| 1512 | 677716515794329600 | NaN | NaN | 2015-12-18 05:06:23 +0000 | <a href="http://twitter.com/download/iphone" r... | IT'S PUPPERGEDDON. Total of 144/120 ...I think... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677716515... | ... | teddy | 0.662908 | False | crib | 0.031891 | False | chow | 2.543780e-02 | True | None |
| 1516 | 677673981332312066 | NaN | NaN | 2015-12-18 02:17:22 +0000 | <a href="http://twitter.com/download/iphone" r... | Endangered triangular pup here. Could be a wiz... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677673981... | ... | Maltese_dog | 0.817908 | True | Angora | 0.077805 | False | Pomeranian | 2.218420e-02 | True | None |
| 1517 | 677662372920729601 | NaN | NaN | 2015-12-18 01:31:14 +0000 | <a href="http://twitter.com/download/iphone" r... | In honor of the new Star Wars movie. Here's Yo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677662372... | ... | cowboy_hat | 0.256110 | False | trench_coat | 0.127086 | False | cloak | 7.143890e-02 | False | None |
| 1518 | 677644091929329666 | NaN | NaN | 2015-12-18 00:18:36 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a dog swinging. I really enjoyed it so... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677644091... | ... | Chihuahua | 0.626236 | True | Italian_greyhound | 0.128483 | True | swing | 5.984040e-02 | False | None |
| 1520 | 677565715327688705 | NaN | NaN | 2015-12-17 19:07:09 +0000 | <a href="http://twitter.com/download/iphone" r... | Contortionist pup here. Inside pentagram. Clea... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677565715... | ... | basset | 0.397295 | True | Welsh_springer_spaniel | 0.199554 | True | purse | 1.056410e-01 | False | None |
| 1521 | 677557565589463040 | NaN | NaN | 2015-12-17 18:34:46 +0000 | <a href="http://twitter.com/download/iphone" r... | Reckless pupper here. Not even looking at road... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677557565... | ... | seat_belt | 0.277257 | False | Shih-Tzu | 0.249017 | True | Pekinese | 2.092130e-01 | True | None |
| 1522 | 677547928504967168 | NaN | NaN | 2015-12-17 17:56:29 +0000 | <a href="http://twitter.com/download/iphone" r... | Not much to say here. I just think everyone ne... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677547928... | ... | American_Staffordshire_terrier | 0.914978 | True | Staffordshire_bullterrier | 0.084395 | True | boxer | 4.616630e-04 | True | None |
| 1524 | 677334615166730240 | NaN | NaN | 2015-12-17 03:48:51 +0000 | <a href="http://twitter.com/download/iphone" r... | This dog gave up mid jump. 9/10 https://t.co/K... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677334615... | ... | Lakeland_terrier | 0.859392 | True | Airedale | 0.067292 | True | Irish_water_spaniel | 4.953060e-02 | True | None |
| 1527 | 677314812125323265 | NaN | NaN | 2015-12-17 02:30:09 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Tassy & Bee. Tassy is pretty chill, b... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677314812... | ... | Blenheim_spaniel | 0.924127 | True | Japanese_spaniel | 0.054790 | True | Chihuahua | 8.204040e-03 | True | None |
| 1529 | 677269281705472000 | NaN | NaN | 2015-12-16 23:29:14 +0000 | <a href="http://twitter.com/download/iphone" r... | This is the happiest pupper I've ever seen. 10... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677269281... | ... | Shetland_sheepdog | 0.656616 | True | collie | 0.195405 | True | German_shepherd | 1.310320e-02 | True | None |
| 1531 | 677187300187611136 | NaN | NaN | 2015-12-16 18:03:28 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we see a Byzantine Rigatoni. Very aerodyn... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/677187300... | ... | English_setter | 0.282396 | True | Shih-Tzu | 0.084112 | True | Old_English_sheepdog | 5.953800e-02 | True | None |
| 1533 | 676957860086095872 | NaN | NaN | 2015-12-16 02:51:45 +0000 | <a href="http://twitter.com/download/iphone" r... | 10/10 I'd follow this dog into battle no quest... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676957860... | ... | Labrador_retriever | 0.772423 | True | beagle | 0.055902 | True | golden_retriever | 3.115190e-02 | True | None |
| 1536 | 676946864479084545 | NaN | NaN | 2015-12-16 02:08:04 +0000 | <a href="http://twitter.com/download/iphone" r... | This pups goal was to get all four feet as clo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676946864... | ... | Pekinese | 0.752707 | True | golden_retriever | 0.055655 | True | Great_Pyrenees | 4.101780e-02 | True | None |
| 1537 | 676942428000112642 | NaN | NaN | 2015-12-16 01:50:26 +0000 | <a href="http://twitter.com/download/iphone" r... | Who leaves the last cupcake just sitting there... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676942428... | ... | black-footed_ferret | 0.707199 | False | polecat | 0.154630 | False | weasel | 9.762550e-02 | False | None |
| 1538 | 676936541936185344 | NaN | NaN | 2015-12-16 01:27:03 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we see a rare pouched pupper. Ample stora... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676936541... | ... | Chesapeake_Bay_retriever | 0.545286 | True | Norwegian_elkhound | 0.081482 | True | space_heater | 4.739110e-02 | False | None |
| 1539 | 676897532954456065 | NaN | NaN | 2015-12-15 22:52:02 +0000 | <a href="http://twitter.com/download/iphone" r... | Exotic handheld dog here. Appears unathletic. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676897532... | ... | hamster | 0.628255 | False | guinea_pig | 0.318646 | False | macaque | 1.305820e-02 | False | None |
| 1541 | 676821958043033607 | NaN | NaN | 2015-12-15 17:51:44 +0000 | <a href="http://twitter.com/download/iphone" r... | Finally some constructive political change in ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676821958... | ... | Great_Pyrenees | 0.869804 | True | kuvasz | 0.079814 | True | standard_poodle | 1.326300e-02 | True | None |
| 1542 | 676819651066732545 | NaN | NaN | 2015-12-15 17:42:34 +0000 | <a href="http://twitter.com/download/iphone" r... | Watch out Airbud. This pupper is also good at ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676819651... | ... | rain_barrel | 0.625555 | False | barrel | 0.138383 | False | Labrador_retriever | 3.946460e-02 | True | None |
| 1543 | 676811746707918848 | NaN | NaN | 2015-12-15 17:11:09 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Penny & Gizmo. They are pract... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676811746... | ... | Chihuahua | 0.440916 | True | Pomeranian | 0.345806 | True | cocker_spaniel | 6.033120e-02 | True | None |
| 1544 | 676776431406465024 | NaN | NaN | 2015-12-15 14:50:49 +0000 | <a href="http://twitter.com/download/iphone" r... | When someone yells "cops!" at a party and you ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676776431... | ... | doormat | 0.201346 | False | dishwasher | 0.191749 | False | microwave | 3.811000e-02 | False | None |
| 1545 | 676617503762681856 | NaN | NaN | 2015-12-15 04:19:18 +0000 | <a href="http://twitter.com/download/iphone" r... | I promise this wasn't meant to be a cuteness o... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676617503... | ... | Chihuahua | 0.841084 | True | Pomeranian | 0.120530 | True | Pekinese | 6.600340e-03 | True | None |
| 1546 | 676613908052996102 | NaN | NaN | 2015-12-15 04:05:01 +0000 | <a href="http://twitter.com/download/iphone" r... | This is the saddest/sweetest/best picture I've... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676613908... | ... | book_jacket | 0.493790 | False | Doberman | 0.096423 | True | miniature_pinscher | 7.064670e-02 | True | None |
| 1547 | 676606785097199616 | NaN | NaN | 2015-12-15 03:36:42 +0000 | <a href="http://twitter.com/download/iphone" r... | *screeches for a sec and then faints* 12/10 ht... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676606785... | ... | Loafer | 0.202999 | False | doormat | 0.200411 | False | malinois | 1.423000e-01 | True | None |
| 1551 | 676575501977128964 | NaN | NaN | 2015-12-15 01:32:24 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper is very passionate about Christmas... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676575501... | ... | feather_boa | 0.424106 | False | Yorkshire_terrier | 0.073144 | True | Shetland_sheepdog | 5.759760e-02 | True | None |
| 1552 | 676533798876651520 | NaN | NaN | 2015-12-14 22:46:41 +0000 | <a href="http://twitter.com/download/iphone" r... | ITSOFLUFFAYYYYY 12/10 https://t.co/bfw13CnuuZ | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676533798... | ... | chow | 0.265274 | True | ice_bear | 0.167614 | False | fur_coat | 1.175060e-01 | False | None |
| 1554 | 676470639084101634 | NaN | NaN | 2015-12-14 18:35:43 +0000 | <a href="http://twitter.com/download/iphone" r... | Three generations of pupper. 11/10 for all htt... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676470639... | ... | golden_retriever | 0.790386 | True | borzoi | 0.022885 | True | dingo | 1.534340e-02 | False | None |
| 1555 | 676440007570247681 | NaN | NaN | 2015-12-14 16:34:00 +0000 | <a href="http://twitter.com/download/iphone" r... | Hope your Monday isn't too awful. Here's two b... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676440007... | ... | Maltese_dog | 0.579472 | True | toy_poodle | 0.133446 | True | Shih-Tzu | 9.439660e-02 | True | None |
| 1561 | 676191832485810177 | NaN | NaN | 2015-12-14 00:07:50 +0000 | <a href="http://twitter.com/download/iphone" r... | These two pups just met and have instantly bon... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676191832... | ... | Chihuahua | 0.376741 | True | Italian_greyhound | 0.173114 | True | muzzle | 7.148510e-02 | False | None |
| 1564 | 676098748976615425 | NaN | NaN | 2015-12-13 17:57:57 +0000 | <a href="http://twitter.com/download/iphone" r... | Extremely rare pup here. Very religious. Alway... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676098748... | ... | walking_stick | 0.162179 | False | sandal | 0.129086 | False | purse | 8.141190e-02 | False | None |
| 1565 | 676089483918516224 | NaN | NaN | 2015-12-13 17:21:08 +0000 | <a href="http://twitter.com/download/iphone" r... | "Yes hello I'ma just snag this here toasted ba... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/676089483... | ... | bull_mastiff | 0.743808 | True | boxer | 0.106697 | True | American_Staffordshire_terrier | 4.233530e-02 | True | None |
| 1566 | 675898130735476737 | NaN | NaN | 2015-12-13 04:40:46 +0000 | <a href="http://twitter.com/download/iphone" r... | I'm sure you've all seen this pupper. Not prep... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675898130... | ... | Labrador_retriever | 0.407430 | True | malinois | 0.077037 | True | pug | 7.459730e-02 | True | None |
| 1569 | 675878199931371520 | NaN | NaN | 2015-12-13 03:21:34 +0000 | <a href="http://twitter.com/download/iphone" r... | Ok, I'll admit this is a pretty adorable bunny... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675878199... | ... | wood_rabbit | 0.785756 | False | hare | 0.118181 | False | Cardigan | 4.362710e-02 | True | None |
| 1570 | 675870721063669760 | 6.757073e+17 | 4.196984e+09 | 2015-12-13 02:51:51 +0000 | <a href="http://twitter.com/download/iphone" r... | & this is Yoshi. Another world record cont... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675870721... | ... | golden_retriever | 0.263892 | True | Welsh_springer_spaniel | 0.184193 | True | beagle | 1.822410e-01 | True | None |
| 1571 | 675853064436391936 | NaN | NaN | 2015-12-13 01:41:41 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have an entire platoon of puppers. Tot... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675853064... | ... | Labrador_retriever | 0.868367 | True | golden_retriever | 0.043305 | True | vizsla | 2.820720e-02 | True | None |
| 1573 | 675822767435051008 | NaN | NaN | 2015-12-12 23:41:18 +0000 | <a href="http://twitter.com/download/iphone" r... | 🎶 HELLO FROM THE OTHER SIIIIIIIIDE 🎶 10/10s ht... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675822767... | ... | Pomeranian | 0.460710 | True | chow | 0.202765 | True | Pekinese | 1.332660e-01 | True | None |
| 1574 | 675820929667219457 | NaN | NaN | 2015-12-12 23:34:00 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a handful of sleepy puppers. All look u... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675820929... | ... | basset | 0.556373 | True | beagle | 0.201675 | True | bloodhound | 1.108480e-01 | True | None |
| 1577 | 675740360753160193 | NaN | NaN | 2015-12-12 18:13:51 +0000 | <a href="http://twitter.com/download/iphone" r... | Here's a pupper licking in slow motion. 12/10 ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675740360... | ... | golden_retriever | 0.800495 | True | kuvasz | 0.097756 | True | Saluki | 6.841460e-02 | True | None |
| 1579 | 675707330206547968 | 6.754971e+17 | 4.196984e+09 | 2015-12-12 16:02:36 +0000 | <a href="http://twitter.com/download/iphone" r... | We've got ourselves a battle here. Watch out R... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675707330... | ... | bath_towel | 0.721933 | False | Staffordshire_bullterrier | 0.059344 | True | bagel | 3.570160e-02 | False | None |
| 1580 | 675706639471788032 | NaN | NaN | 2015-12-12 15:59:51 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Sizzlin Menorah spaniel from Brookly... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675706639... | ... | English_springer | 0.990300 | True | Welsh_springer_spaniel | 0.002080 | True | cocker_spaniel | 2.013780e-03 | True | None |
| 1581 | 675534494439489536 | NaN | NaN | 2015-12-12 04:35:48 +0000 | <a href="http://twitter.com/download/iphone" r... | Seriously guys?! Only send in dogs. I only rat... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675534494... | ... | chow | 0.749368 | True | schipperke | 0.133738 | True | Newfoundland | 4.991380e-02 | True | None |
| 1582 | 675531475945709568 | NaN | NaN | 2015-12-12 04:23:49 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Ellie AKA Queen Slayer of the Orbs. Ve... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675531475... | ... | Pembroke | 0.918441 | True | Cardigan | 0.027339 | True | Siberian_husky | 2.022100e-02 | True | None |
| 1584 | 675517828909424640 | NaN | NaN | 2015-12-12 03:29:35 +0000 | <a href="http://twitter.com/download/iphone" r... | 12/10 stay woke https://t.co/XDiQw4Akiw | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675517828... | ... | Scottish_deerhound | 0.240591 | True | groenendael | 0.156916 | True | flat-coated_retriever | 9.089940e-02 | True | None |
| 1587 | 675489971617296384 | NaN | NaN | 2015-12-12 01:38:53 +0000 | <a href="http://twitter.com/download/iphone" r... | RT until we find this dog. Clearly a cool dog ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675489971... | ... | West_Highland_white_terrier | 0.139613 | True | seat_belt | 0.118647 | False | Old_English_sheepdog | 9.395220e-02 | True | None |
| 1588 | 675483430902214656 | NaN | NaN | 2015-12-12 01:12:54 +0000 | <a href="http://twitter.com/download/iphone" r... | Rare shielded battle dog here. Very happy abou... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675483430... | ... | box_turtle | 0.543706 | False | terrapin | 0.202600 | False | loggerhead | 7.112150e-02 | False | None |
| 1589 | 675432746517426176 | NaN | NaN | 2015-12-11 21:51:30 +0000 | <a href="http://twitter.com/download/iphone" r... | Happy Friday. Here's some golden puppers. 12/1... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675432746... | ... | Labrador_retriever | 0.986548 | True | golden_retriever | 0.008862 | True | Chihuahua | 6.935280e-04 | True | None |
| 1590 | 675372240448454658 | NaN | NaN | 2015-12-11 17:51:04 +0000 | <a href="http://twitter.com/download/iphone" r... | The tail alone is 13/10. Great dog, better own... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675372240... | ... | Chihuahua | 0.416385 | True | West_Highland_white_terrier | 0.102933 | True | Samoyed | 8.729950e-02 | True | None |
| 1592 | 675354435921575936 | NaN | NaN | 2015-12-11 16:40:19 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | Everyone needs to watch this. 13/10 https://t.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675354435... | ... | upright | 0.303415 | False | golden_retriever | 0.181351 | True | Brittany_spaniel | 1.620840e-01 | True | None |
| 1593 | 675349384339542016 | 6.749998e+17 | 4.196984e+09 | 2015-12-11 16:20:15 +0000 | <a href="http://twitter.com/download/iphone" r... | Yea I lied. Here's more. All 13/10 https://t.c... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675349384... | ... | borzoi | 0.866367 | True | Saluki | 0.122079 | True | Irish_wolfhound | 4.019720e-03 | True | None |
| 1594 | 675334060156301312 | NaN | NaN | 2015-12-11 15:19:21 +0000 | <a href="http://twitter.com/download/iphone" r... | Good morning here's a grass pupper. 12/10 http... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675334060... | ... | Pembroke | 0.773135 | True | Cardigan | 0.116810 | True | chow | 3.903620e-02 | True | None |
| 1596 | 675153376133427200 | NaN | NaN | 2015-12-11 03:21:23 +0000 | <a href="http://twitter.com/download/iphone" r... | What kind of person sends in a picture without... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675153376... | ... | paper_towel | 0.327957 | False | mailbox | 0.096027 | False | seat_belt | 3.499510e-02 | False | None |
| 1597 | 675149409102012420 | NaN | NaN | 2015-12-11 03:05:37 +0000 | <a href="http://twitter.com/download/iphone" r... | holy shit 12/10 https://t.co/p6O8X93bTQ | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675149409... | ... | chow | 0.999876 | True | Tibetan_mastiff | 0.000059 | True | Tibetan_terrier | 2.877850e-05 | True | None |
| 1600 | 675145476954566656 | NaN | NaN | 2015-12-11 02:49:59 +0000 | <a href="http://twitter.com/download/iphone" r... | What an honor. 3 dogs here. Blond one is clear... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675145476... | ... | Labrador_retriever | 0.458746 | True | Great_Dane | 0.235504 | True | Staffordshire_bullterrier | 1.168640e-01 | True | None |
| 1604 | 675109292475830276 | NaN | NaN | 2015-12-11 00:26:12 +0000 | <a href="http://twitter.com/download/iphone" r... | C'mon guys. We've been over this. We only rate... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675109292... | ... | dalmatian | 0.989519 | True | English_setter | 0.005258 | True | German_short-haired_pointer | 1.442830e-03 | True | None |
| 1605 | 675047298674663426 | NaN | NaN | 2015-12-10 20:19:52 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a fluffy albino Bacardi Columbia mix. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675047298... | ... | Samoyed | 0.978007 | True | chow | 0.007121 | True | Pomeranian | 6.397830e-03 | True | None |
| 1609 | 674999807681908736 | 6.747934e+17 | 4.196984e+09 | 2015-12-10 17:11:09 +0000 | <a href="http://twitter.com/download/iphone" r... | Ok last one of these. I may try to make some m... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674999807... | ... | Rottweiler | 0.591829 | True | Doberman | 0.204544 | True | black-and-tan_coonhound | 7.860190e-02 | True | None |
| 1610 | 674805413498527744 | NaN | NaN | 2015-12-10 04:18:42 +0000 | <a href="http://twitter.com/download/iphone" r... | When your entire life is crumbling before you ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674805413... | ... | English_springer | 0.594467 | True | cocker_spaniel | 0.389994 | True | Welsh_springer_spaniel | 7.096110e-03 | True | None |
| 1612 | 674793399141146624 | 6.717299e+17 | 4.196984e+09 | 2015-12-10 03:30:58 +0000 | <a href="http://twitter.com/download/iphone" r... | I have found another. 13/10 https://t.co/HwroP... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674793399... | ... | giant_schnauzer | 0.119693 | True | Afghan_hound | 0.072763 | True | miniature_schnauzer | 6.378590e-02 | True | None |
| 1613 | 674790488185167872 | NaN | NaN | 2015-12-10 03:19:24 +0000 | <a href="http://twitter.com/download/iphone" r... | ER... MER... GERD 13/10 https://t.co/L1puJISV1a | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674790488... | ... | Labrador_retriever | 0.801903 | True | Chesapeake_Bay_retriever | 0.193575 | True | Rottweiler | 1.193050e-03 | True | None |
| 1615 | 674781762103414784 | NaN | NaN | 2015-12-10 02:44:43 +0000 | <a href="http://twitter.com/download/iphone" r... | Bedazzled pup here. Fashionable af. Super yell... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674781762... | ... | ocarina | 0.148975 | False | hamster | 0.068985 | False | wool | 3.172850e-02 | False | None |
| 1618 | 674764817387900928 | NaN | NaN | 2015-12-10 01:37:23 +0000 | <a href="http://twitter.com/download/iphone" r... | These two pups are masters of camouflage. Very... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674764817... | ... | Samoyed | 0.634695 | True | Arctic_fox | 0.309853 | False | kuvasz | 1.964100e-02 | True | None |
| 1619 | 674754018082705410 | 6.747522e+17 | 4.196984e+09 | 2015-12-10 00:54:28 +0000 | <a href="http://twitter.com/download/iphone" r... | Just received another perfect photo of dogs an... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674754018... | ... | seashore | 0.352321 | False | promontory | 0.131753 | False | wreck | 9.559670e-02 | False | None |
| 1620 | 674752233200820224 | NaN | NaN | 2015-12-10 00:47:23 +0000 | <a href="http://twitter.com/download/iphone" r... | Everyone please just appreciate how perfect th... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674752233... | ... | vizsla | 0.665516 | True | redbone | 0.173366 | True | basset | 1.347830e-01 | True | None |
| 1622 | 674739953134403584 | NaN | NaN | 2015-12-09 23:58:35 +0000 | <a href="http://twitter.com/download/iphone" r... | "🎶 DO YOU BELIEVE IN LIFE AFTER LOVE 🎶"\n11/10... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674739953... | ... | Dandie_Dinmont | 0.175915 | True | black-footed_ferret | 0.096534 | False | toy_poodle | 6.414470e-02 | True | None |
| 1627 | 674646392044941312 | NaN | NaN | 2015-12-09 17:46:48 +0000 | <a href="http://twitter.com/download/iphone" r... | Two gorgeous dogs here. Little waddling dog is... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674646392... | ... | flat-coated_retriever | 0.837448 | True | groenendael | 0.086166 | True | Labrador_retriever | 1.605220e-02 | True | None |
| 1628 | 674644256330530816 | NaN | NaN | 2015-12-09 17:38:19 +0000 | <a href="http://twitter.com/download/iphone" r... | When you see sophomores in high school driving... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674644256... | ... | soccer_ball | 0.398102 | False | basset | 0.335692 | True | cocker_spaniel | 7.294080e-02 | True | None |
| 1629 | 674638615994089473 | NaN | NaN | 2015-12-09 17:15:54 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper is fed up with being tickled. 12/1... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674638615... | ... | Pomeranian | 0.846986 | True | chow | 0.142014 | True | keeshond | 2.605040e-03 | True | None |
| 1630 | 674632714662858753 | NaN | NaN | 2015-12-09 16:52:27 +0000 | <a href="http://twitter.com/download/iphone" r... | Rare submerged pup here. Holds breath for a lo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674632714... | ... | jellyfish | 0.432748 | False | goldfish | 0.113111 | False | coral_reef | 8.704720e-02 | False | None |
| 1632 | 674447403907457024 | NaN | NaN | 2015-12-09 04:36:06 +0000 | <a href="http://twitter.com/download/iphone" r... | This pupper just wants a belly rub. This puppe... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674447403... | ... | Brabancon_griffon | 0.409909 | True | malinois | 0.244649 | True | bull_mastiff | 7.481950e-02 | True | None |
| 1641 | 674271431610523648 | NaN | NaN | 2015-12-08 16:56:51 +0000 | <a href="http://twitter.com/download/iphone" r... | "AT DAWN, WE RIDE"\n10/10 for both dogs https:... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674271431... | ... | German_shepherd | 0.991454 | True | malinois | 0.004150 | True | bloodhound | 3.019130e-03 | True | None |
| 1651 | 674045139690631169 | NaN | NaN | 2015-12-08 01:57:39 +0000 | <a href="http://twitter.com/download/iphone" r... | Herd of wild dogs here. Not sure what they're ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674045139... | ... | robin | 0.369661 | False | rhinoceros_beetle | 0.110607 | False | European_fire_salamander | 4.317820e-02 | False | None |
| 1652 | 674042553264685056 | NaN | NaN | 2015-12-08 01:47:22 +0000 | <a href="http://twitter.com/download/iphone" r... | Yea I can't handle the cuteness anymore. Curls... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674042553... | ... | toy_poodle | 0.927975 | True | miniature_poodle | 0.068946 | True | standard_poodle | 1.315750e-03 | True | None |
| 1655 | 674024893172875264 | NaN | NaN | 2015-12-08 00:37:11 +0000 | <a href="http://twitter.com/download/iphone" r... | When you realize it doesn't matter how hard yo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674024893... | ... | Pomeranian | 0.648500 | True | Pekinese | 0.339835 | True | Persian_cat | 6.448460e-03 | False | None |
| 1659 | 673956914389192708 | NaN | NaN | 2015-12-07 20:07:04 +0000 | <a href="http://twitter.com/download/iphone" r... | This is one esteemed pupper. Just graduated co... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673956914... | ... | pug | 0.586161 | True | Brabancon_griffon | 0.082744 | True | Chihuahua | 4.587770e-02 | True | None |
| 1661 | 673906403526995968 | NaN | NaN | 2015-12-07 16:46:21 +0000 | <a href="http://twitter.com/download/iphone" r... | Guys I'm getting real tired of this. We only r... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673906403... | ... | toilet_seat | 0.683319 | False | soft-coated_wheaten_terrier | 0.048928 | True | Siberian_husky | 3.038600e-02 | True | None |
| 1662 | 673887867907739649 | NaN | NaN | 2015-12-07 15:32:42 +0000 | <a href="http://twitter.com/download/iphone" r... | When you're having a great time sleeping and y... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673887867... | ... | Brabancon_griffon | 0.216767 | True | Chihuahua | 0.190958 | True | golden_retriever | 1.632880e-01 | True | None |
| 1663 | 673715861853720576 | NaN | NaN | 2015-12-07 04:09:13 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a heavily opinionated dog. Loves walls... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673715861... | ... | suit | 0.404115 | False | bow_tie | 0.294683 | False | Windsor_tie | 1.327010e-01 | False | None |
| 1664 | 673711475735838725 | NaN | NaN | 2015-12-07 03:51:47 +0000 | <a href="http://twitter.com/download/iphone" r... | 🎶 HELLO FROM THE OTHER SIIIIIIIIDE 🎶 10/10 htt... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673711475... | ... | Maltese_dog | 0.607401 | True | toy_poodle | 0.143836 | True | Sealyham_terrier | 6.390700e-02 | True | None |
| 1665 | 673709992831262724 | NaN | NaN | 2015-12-07 03:45:53 +0000 | <a href="http://twitter.com/download/iphone" r... | I know a lot of you are studying for finals. G... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673709992... | ... | Chihuahua | 0.330171 | True | Siamese_cat | 0.181580 | False | kelpie | 1.782270e-01 | True | None |
| 1669 | 673700254269775872 | NaN | NaN | 2015-12-07 03:07:12 +0000 | <a href="http://twitter.com/download/iphone" r... | Large blue dog here. Cool shades. Flipping us ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673700254... | ... | water_bottle | 0.614536 | False | ashcan | 0.050911 | False | bucket | 3.743190e-02 | False | None |
| 1671 | 673689733134946305 | NaN | NaN | 2015-12-07 02:25:23 +0000 | <a href="http://twitter.com/download/iphone" r... | When you're having a blast and remember tomorr... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673689733... | ... | Chesapeake_Bay_retriever | 0.382220 | True | American_Staffordshire_terrier | 0.350140 | True | seat_belt | 9.887390e-02 | False | None |
| 1674 | 673680198160809984 | NaN | NaN | 2015-12-07 01:47:30 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Shnuggles. I would kill for Shnuggles.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673680198... | ... | Samoyed | 0.989853 | True | Arctic_fox | 0.003344 | False | chow | 2.801720e-03 | True | None |
| 1675 | 673662677122719744 | NaN | NaN | 2015-12-07 00:37:52 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Kendall. 12/10 would cuddle the hell o... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673662677... | ... | Labrador_retriever | 0.957670 | True | beagle | 0.012413 | True | golden_retriever | 5.689130e-03 | True | None |
| 1677 | 673636718965334016 | NaN | NaN | 2015-12-06 22:54:44 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Lofted Aphrodisiac Terrier named Kip... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673636718... | ... | wombat | 0.880257 | False | corn | 0.019421 | False | pug | 1.904430e-02 | True | None |
| 1680 | 673580926094458881 | NaN | NaN | 2015-12-06 19:13:01 +0000 | <a href="http://twitter.com/download/iphone" r... | When you ask your professor about extra credit... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673580926... | ... | beagle | 0.985062 | True | basset | 0.006418 | True | Walker_hound | 3.532590e-03 | True | None |
| 1681 | 673576835670777856 | NaN | NaN | 2015-12-06 18:56:46 +0000 | <a href="http://twitter.com/download/iphone" r... | Sun burnt dog here. Quite large. Wants to prom... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673576835... | ... | teddy | 0.255210 | False | Christmas_stocking | 0.098285 | False | pajama | 7.273510e-02 | False | None |
| 1685 | 673352124999274496 | NaN | NaN | 2015-12-06 04:03:51 +0000 | <a href="http://twitter.com/download/iphone" r... | *lets out a tiny screech and then goes into co... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673352124... | ... | golden_retriever | 0.672808 | True | Labrador_retriever | 0.275885 | True | kuvasz | 2.225500e-02 | True | None |
| 1688 | 673343217010679808 | NaN | NaN | 2015-12-06 03:28:27 +0000 | <a href="http://twitter.com/download/iphone" r... | IT'S SO SMALL ERMERGERF 11/10 https://t.co/dNU... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673343217... | ... | Chihuahua | 0.541408 | True | Italian_greyhound | 0.156891 | True | miniature_pinscher | 6.955580e-02 | True | None |
| 1691 | 673317986296586240 | NaN | NaN | 2015-12-06 01:48:12 +0000 | <a href="http://twitter.com/download/iphone" r... | Take a moment and appreciate how these two dog... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673317986... | ... | miniature_pinscher | 0.384099 | True | bloodhound | 0.079923 | True | Rottweiler | 6.859410e-02 | True | None |
| 1694 | 673240798075449344 | NaN | NaN | 2015-12-05 20:41:29 +0000 | <a href="http://twitter.com/download/iphone" r... | Magical floating dog here. Very calm. Always h... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673240798... | ... | Airedale | 0.443004 | True | brown_bear | 0.114162 | False | Chesapeake_Bay_retriever | 9.463860e-02 | True | None |
| 1701 | 672980819271634944 | NaN | NaN | 2015-12-05 03:28:25 +0000 | <a href="http://twitter.com/download/iphone" r... | Extraordinary dog here. Looks large. Just a he... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672980819... | ... | car_mirror | 0.232754 | False | basset | 0.219461 | True | beagle | 1.123970e-01 | True | None |
| 1707 | 672898206762672129 | NaN | NaN | 2015-12-04 22:00:08 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Cheryl AKA Queen Pupper of the Skies. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672898206... | ... | motor_scooter | 0.835819 | False | bobsled | 0.035856 | False | moped | 3.307900e-02 | False | None |
| 1708 | 672884426393653248 | NaN | NaN | 2015-12-04 21:05:23 +0000 | <a href="http://twitter.com/download/iphone" r... | Marvelous dog here. Rad ears. Not very soft. L... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672884426... | ... | tusker | 0.122410 | False | warthog | 0.119870 | False | water_buffalo | 1.058560e-01 | False | None |
| 1713 | 672622327801233409 | NaN | NaN | 2015-12-04 03:43:54 +0000 | <a href="http://twitter.com/download/iphone" r... | This lil pupper is sad because we haven't foun... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672622327... | ... | golden_retriever | 0.952773 | True | Labrador_retriever | 0.010835 | True | clumber | 8.786010e-03 | True | None |
| 1714 | 672614745925664768 | NaN | NaN | 2015-12-04 03:13:46 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Norman. Doesn't bark much. Very docile... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672614745... | ... | starfish | 0.712717 | False | goldfish | 0.258865 | False | sea_cucumber | 2.015430e-03 | False | None |
| 1715 | 672609152938721280 | NaN | NaN | 2015-12-04 02:51:33 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Caryl. Likes to get in the microwave. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672609152... | ... | microwave | 0.981946 | False | rotisserie | 0.007472 | False | television | 5.880620e-03 | False | None |
| 1716 | 672604026190569472 | NaN | NaN | 2015-12-04 02:31:10 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a baby Rand Paul. Curls for days. 11/1... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672604026... | ... | toy_poodle | 0.820158 | True | miniature_poodle | 0.178404 | True | toilet_tissue | 2.911580e-04 | False | None |
| 1719 | 672591271085670400 | NaN | NaN | 2015-12-04 01:40:29 +0000 | <a href="http://twitter.com/download/iphone" r... | Lots of pups here. All are Judea Hazelnuts. Ex... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672591271... | ... | gondola | 0.134290 | False | lifeboat | 0.108356 | False | bassinet | 9.367890e-02 | False | None |
| 1723 | 672482722825261057 | NaN | NaN | 2015-12-03 18:29:09 +0000 | <a href="http://twitter.com/download/iphone" r... | This is light saber pup. Ready to fight off ev... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672482722... | ... | West_Highland_white_terrier | 0.586173 | True | borzoi | 0.206620 | True | Great_Pyrenees | 6.065270e-02 | True | None |
| 1726 | 672466075045466113 | NaN | NaN | 2015-12-03 17:23:00 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Franq and Pablo. They're working hard ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672466075... | ... | cocker_spaniel | 0.150424 | True | toy_poodle | 0.088605 | True | Welsh_springer_spaniel | 7.201430e-02 | True | None |
| 1728 | 672267570918129665 | NaN | NaN | 2015-12-03 04:14:13 +0000 | <a href="http://twitter.com/download/iphone" r... | When you accidentally open up the front facing... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672267570... | ... | Irish_terrier | 0.716932 | True | miniature_pinscher | 0.051234 | True | Airedale | 4.438090e-02 | True | None |
| 1730 | 672256522047614977 | NaN | NaN | 2015-12-03 03:30:19 +0000 | <a href="http://twitter.com/download/iphone" r... | Mighty rare dogs here. Long smooth necks. Grea... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672256522... | ... | ostrich | 0.999004 | False | Arabian_camel | 0.000512 | False | llama | 1.469420e-04 | False | None |
| 1732 | 672248013293752320 | NaN | NaN | 2015-12-03 02:56:30 +0000 | <a href="http://twitter.com/download/iphone" r... | 10/10 for dog. 7/10 for cat. 12/10 for human. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672248013... | ... | Irish_terrier | 0.413173 | True | Airedale | 0.335616 | True | toy_poodle | 2.795230e-02 | True | None |
| 1740 | 672139350159835138 | NaN | NaN | 2015-12-02 19:44:43 +0000 | <a href="http://twitter.com/download/iphone" r... | This pup has a heart on its ass and that is do... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672139350... | ... | Rottweiler | 0.290992 | True | American_black_bear | 0.238120 | False | chimpanzee | 1.155410e-01 | False | None |
| 1741 | 672125275208069120 | NaN | NaN | 2015-12-02 18:48:47 +0000 | <a href="http://twitter.com/download/iphone" r... | This is just impressive I have nothing else to... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/672125275... | ... | tennis_ball | 0.999834 | False | golden_retriever | 0.000087 | True | racket | 5.332190e-05 | False | None |
| 1751 | 671855973984772097 | NaN | NaN | 2015-12-02 00:58:41 +0000 | <a href="http://twitter.com/download/iphone" r... | Remarkable dog here. Walks on back legs really... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671855973... | ... | chimpanzee | 0.636031 | False | gorilla | 0.098751 | False | fountain | 3.175550e-02 | False | None |
| 1753 | 671768281401958400 | NaN | NaN | 2015-12-01 19:10:13 +0000 | <a href="http://twitter.com/download/iphone" r... | When you try to recreate the scene from Lady &... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671768281... | ... | Chihuahua | 0.500373 | True | French_bulldog | 0.112796 | True | Italian_greyhound | 6.289270e-02 | True | None |
| 1755 | 671744970634719232 | NaN | NaN | 2015-12-01 17:37:36 +0000 | <a href="http://twitter.com/download/iphone" r... | Very fit horned dog here. Looks powerful. Not ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671744970... | ... | ice_bear | 0.251193 | False | ram | 0.213839 | False | Arctic_fox | 8.155140e-02 | False | None |
| 1758 | 671729906628341761 | 6.715610e+17 | 4.196984e+09 | 2015-12-01 16:37:44 +0000 | <a href="http://twitter.com/download/iphone" r... | I'm just going to leave this one here as well.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671729906... | ... | kuvasz | 0.431469 | True | Samoyed | 0.117122 | True | white_wolf | 9.006660e-02 | False | None |
| 1759 | 671561002136281088 | NaN | NaN | 2015-12-01 05:26:34 +0000 | <a href="http://twitter.com/download/iphone" r... | This is the best thing I've ever seen so sprea... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671561002... | ... | Gordon_setter | 0.469373 | True | black-and-tan_coonhound | 0.270893 | True | Rottweiler | 1.532330e-01 | True | None |
| 1761 | 671544874165002241 | NaN | NaN | 2015-12-01 04:22:29 +0000 | <a href="http://twitter.com/download/iphone" r... | Interesting dog here. Very large. Purple. Mani... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671544874... | ... | feather_boa | 0.240858 | False | wig | 0.085946 | False | wool | 4.067350e-02 | False | None |
| 1765 | 671533943490011136 | NaN | NaN | 2015-12-01 03:39:03 +0000 | <a href="http://twitter.com/download/iphone" r... | Super rare dog here. Spiffy mohawk. Sharp mout... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671533943... | ... | hen | 0.556524 | False | cock | 0.442033 | False | black_swan | 1.180750e-03 | False | None |
| 1775 | 671390180817915904 | NaN | NaN | 2015-11-30 18:07:47 +0000 | <a href="http://twitter.com/download/iphone" r... | Striped dog here. Having fun playing on back. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671390180... | ... | zebra | 0.997673 | False | tiger | 0.000837 | False | prairie_chicken | 5.745670e-04 | False | None |
| 1783 | 671163268581498880 | NaN | NaN | 2015-11-30 03:06:07 +0000 | <a href="http://twitter.com/download/iphone" r... | Pack of horned dogs here. Very team-oriented b... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671163268... | ... | African_hunting_dog | 0.733025 | False | plow | 0.119377 | False | Scottish_deerhound | 2.698290e-02 | True | None |
| 1786 | 671151324042559489 | NaN | NaN | 2015-11-30 02:18:39 +0000 | <a href="http://twitter.com/download/iphone" r... | *struggling to breathe properly* 12/10 https:/... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671151324... | ... | Rottweiler | 0.781201 | True | black-and-tan_coonhound | 0.061206 | True | kelpie | 4.885570e-02 | True | None |
| 1787 | 671147085991960577 | NaN | NaN | 2015-11-30 02:01:49 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Helvetica Listerine named Rufus. Thi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671147085... | ... | Yorkshire_terrier | 0.467202 | True | cairn | 0.440122 | True | silky_terrier | 5.869010e-02 | True | None |
| 1788 | 671141549288370177 | NaN | NaN | 2015-11-30 01:39:49 +0000 | <a href="http://twitter.com/download/iphone" r... | Neat pup here. Enjoys lettuce. Long af ears. S... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671141549... | ... | guinea_pig | 0.387728 | False | wood_rabbit | 0.171681 | False | borzoi | 7.535770e-02 | True | None |
| 1789 | 671138694582165504 | NaN | NaN | 2015-11-30 01:28:28 +0000 | <a href="http://twitter.com/download/iphone" r... | Me running from commitment. 10/10 https://t.co... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671138694... | ... | Samoyed | 0.587342 | True | Great_Pyrenees | 0.268952 | True | Pekinese | 9.052750e-02 | True | None |
| 1791 | 671122204919246848 | NaN | NaN | 2015-11-30 00:22:57 +0000 | <a href="http://twitter.com/download/iphone" r... | Two miniature golden retrievers here. Webbed p... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671122204... | ... | goose | 0.351957 | False | Chihuahua | 0.101228 | True | hen | 6.581760e-02 | False | None |
| 1794 | 670995969505435648 | NaN | NaN | 2015-11-29 16:01:20 +0000 | <a href="http://twitter.com/download/iphone" r... | Yea I can't handle this job anymore your dogs ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670995969... | ... | redbone | 0.866221 | True | beagle | 0.061194 | True | Rhodesian_ridgeback | 2.428450e-02 | True | None |
| 1795 | 670842764863651840 | NaN | NaN | 2015-11-29 05:52:33 +0000 | <a href="http://twitter.com/download/iphone" r... | After so many requests... here you go.\n\nGood... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670842764... | ... | microphone | 0.096063 | False | accordion | 0.094075 | False | drumstick | 6.111280e-02 | False | None |
| 1797 | 670838202509447168 | NaN | NaN | 2015-11-29 05:34:25 +0000 | <a href="http://twitter.com/download/iphone" r... | Pink dogs here. Unreasonably long necks. Left ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670838202... | ... | flamingo | 0.992710 | False | coral_fungus | 0.003491 | False | stinkhorn | 1.858950e-03 | False | None |
| 1800 | 670826280409919488 | NaN | NaN | 2015-11-29 04:47:03 +0000 | <a href="http://twitter.com/download/iphone" r... | Scary dog here. Too many legs. Extra tail. Not... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670826280... | ... | scorpion | 0.927956 | False | tarantula | 0.021631 | False | wolf_spider | 1.483750e-02 | False | None |
| 1802 | 670822709593571328 | NaN | NaN | 2015-11-29 04:32:51 +0000 | <a href="http://twitter.com/download/iphone" r... | Can't do better than this lol. 10/10 for the o... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670822709... | ... | web_site | 0.993887 | False | Chihuahua | 0.001252 | True | menu | 5.987510e-04 | False | None |
| 1807 | 670803562457407488 | NaN | NaN | 2015-11-29 03:16:46 +0000 | <a href="http://twitter.com/download/iphone" r... | I would do radical things in the name of Dog G... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670803562... | ... | basenji | 0.344101 | True | Ibizan_hound | 0.210282 | True | toy_terrier | 1.962790e-01 | True | None |
| 1810 | 670789397210615808 | NaN | NaN | 2015-11-29 02:20:29 +0000 | <a href="http://twitter.com/download/iphone" r... | Two obedient dogs here. Left one has extra leg... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670789397... | ... | beagle | 0.295966 | True | basset | 0.143527 | True | bluetick | 1.389920e-01 | True | None |
| 1812 | 670783437142401025 | NaN | NaN | 2015-11-29 01:56:48 +0000 | <a href="http://twitter.com/download/iphone" r... | Flamboyant pup here. Probably poisonous. Won't... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670783437... | ... | lacewing | 0.381955 | False | sulphur_butterfly | 0.106810 | False | leafhopper | 6.834690e-02 | False | None |
| 1813 | 670782429121134593 | NaN | NaN | 2015-11-29 01:52:48 +0000 | <a href="http://twitter.com/download/iphone" r... | This dude slaps your girl's ass what do you do... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670782429... | ... | Chihuahua | 0.952963 | True | French_bulldog | 0.036575 | True | Boston_bull | 1.977400e-03 | True | None |
| 1815 | 670778058496974848 | NaN | NaN | 2015-11-29 01:35:26 +0000 | <a href="http://twitter.com/download/iphone" r... | "To bone or not to bone?"\n10/10 https://t.co/... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670778058... | ... | pug | 0.776612 | True | Brabancon_griffon | 0.112032 | True | boxer | 3.905140e-02 | True | None |
| 1817 | 670755717859713024 | NaN | NaN | 2015-11-29 00:06:39 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Gin & Tonic. They're having a... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670755717... | ... | keeshond | 0.994065 | True | Norwegian_elkhound | 0.001827 | True | cairn | 1.821310e-03 | True | None |
| 1820 | 670717338665226240 | NaN | NaN | 2015-11-28 21:34:09 +0000 | <a href="http://twitter.com/download/iphone" r... | *screams for a little bit and then crumples to... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670717338... | ... | Pomeranian | 0.368161 | True | Pekinese | 0.350973 | True | golden_retriever | 1.149020e-01 | True | None |
| 1826 | 670474236058800128 | NaN | NaN | 2015-11-28 05:28:09 +0000 | <a href="http://twitter.com/download/iphone" r... | Honor to rate this dog. Great teeth. Nice horn... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670474236... | ... | wool | 0.070076 | False | siamang | 0.062536 | False | gorilla | 5.889360e-02 | False | None |
| 1828 | 670465786746662913 | NaN | NaN | 2015-11-28 04:54:34 +0000 | <a href="http://twitter.com/download/iphone" r... | Silly dog here. Wearing bunny ears. Nice long ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670465786... | ... | axolotl | 0.611558 | False | tailed_frog | 0.186484 | False | common_newt | 7.869400e-02 | False | None |
| 1829 | 670452855871037440 | NaN | NaN | 2015-11-28 04:03:11 +0000 | <a href="http://twitter.com/download/iphone" r... | This dog can't see its haters. 11/10 https://t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670452855... | ... | Arctic_fox | 0.188174 | False | indri | 0.123584 | False | malamute | 8.037950e-02 | True | None |
| 1830 | 670449342516494336 | NaN | NaN | 2015-11-28 03:49:14 +0000 | <a href="http://twitter.com/download/iphone" r... | Vibrant dog here. Fabulous tail. Only 2 legs t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670449342... | ... | peacock | 0.999924 | False | European_gallinule | 0.000030 | False | agama | 2.150760e-05 | False | None |
| 1833 | 670435821946826752 | NaN | NaN | 2015-11-28 02:55:30 +0000 | <a href="http://twitter.com/download/iphone" r... | Two unbelievably athletic dogs here. Great for... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670435821... | ... | sorrel | 0.460370 | False | basenji | 0.135767 | True | Cardigan | 9.917430e-02 | True | None |
| 1834 | 670434127938719744 | NaN | NaN | 2015-11-28 02:48:46 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Hank and Sully. Hank is very proud of the... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670434127... | ... | jack-o'-lantern | 0.919140 | False | Chesapeake_Bay_retriever | 0.027351 | True | Labrador_retriever | 2.008090e-02 | True | None |
| 1837 | 670427002554466305 | NaN | NaN | 2015-11-28 02:20:27 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Deciduous Trimester mix named Spork.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670427002... | ... | seat_belt | 0.952258 | False | toy_terrier | 0.038872 | True | beagle | 3.226440e-03 | True | None |
| 1838 | 670421925039075328 | NaN | NaN | 2015-11-28 02:00:17 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Herb. 12/10 https://t.co/tLRyYvCci3 | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670421925... | ... | Chihuahua | 0.275793 | True | corn | 0.073596 | False | bolete | 5.490510e-02 | False | None |
| 1840 | 670417414769758208 | NaN | NaN | 2015-11-28 01:42:22 +0000 | <a href="http://twitter.com/download/iphone" r... | Sharp dog here. Introverted. Loves purple. Not... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670417414... | ... | sea_urchin | 0.493257 | False | porcupine | 0.460565 | False | cardoon | 8.145870e-03 | False | None |
| 1846 | 670361874861563904 | NaN | NaN | 2015-11-27 22:01:40 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Rich Mahogany Seltzer named Cherokee... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670361874... | ... | platypus | 0.974075 | False | spotted_salamander | 0.011068 | False | bison | 3.896910e-03 | False | None |
| 1848 | 670319130621435904 | NaN | NaN | 2015-11-27 19:11:49 +0000 | <a href="http://twitter.com/download/iphone" r... | AT DAWN...\nWE RIDE\n\n11/10 https://t.co/QnfO... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670319130... | ... | Irish_terrier | 0.254856 | True | briard | 0.227716 | True | soft-coated_wheaten_terrier | 2.232630e-01 | True | None |
| 1852 | 670086499208155136 | NaN | NaN | 2015-11-27 03:47:25 +0000 | <a href="http://twitter.com/download/iphone" r... | "Hi yes this is dog. I can't help with that s-... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670086499... | ... | German_short-haired_pointer | 0.273492 | True | Staffordshire_bullterrier | 0.132944 | True | bluetick | 1.245620e-01 | True | None |
| 1858 | 670046952931721218 | NaN | NaN | 2015-11-27 01:10:17 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Ben & Carson. It's impossible for ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670046952... | ... | Blenheim_spaniel | 0.998335 | True | beagle | 0.000647 | True | Brittany_spaniel | 3.918660e-04 | True | None |
| 1859 | 670040295598354432 | NaN | NaN | 2015-11-27 00:43:49 +0000 | <a href="http://twitter.com/download/iphone" r... | 😂😂😂 10/10 for the dog and the owner https://t.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670040295... | ... | web_site | 0.901552 | False | borzoi | 0.026660 | True | Chihuahua | 1.243760e-02 | True | None |
| 1860 | 670037189829525505 | NaN | NaN | 2015-11-27 00:31:29 +0000 | <a href="http://twitter.com/download/iphone" r... | Awesome dog here. Not sure where it is tho. Sp... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670037189... | ... | pot | 0.273767 | False | tray | 0.092888 | False | doormat | 5.072790e-02 | False | None |
| 1863 | 669972011175813120 | NaN | NaN | 2015-11-26 20:12:29 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we see really big dog cuddling smaller do... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669972011... | ... | teddy | 0.953071 | False | koala | 0.007027 | False | fur_coat | 5.368170e-03 | False | None |
| 1866 | 669926384437997569 | NaN | NaN | 2015-11-26 17:11:11 +0000 | <a href="http://twitter.com/download/iphone" r... | I've never seen a dog so genuinely happy about... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669926384... | ... | Pomeranian | 0.984231 | True | keeshond | 0.010231 | True | papillon | 2.218970e-03 | True | None |
| 1873 | 669661792646373376 | NaN | NaN | 2015-11-25 23:39:47 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a brave dog. Excellent free climber. T... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669661792... | ... | weasel | 0.262802 | False | Siamese_cat | 0.148263 | False | hamster | 1.163740e-01 | False | None |
| 1875 | 669603084620980224 | NaN | NaN | 2015-11-25 19:46:30 +0000 | <a href="http://twitter.com/download/iphone" r... | Very human-like. Cute overbite smile *finger t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669603084... | ... | Maltese_dog | 0.659619 | True | Tibetan_terrier | 0.193539 | True | Shih-Tzu | 3.932710e-02 | True | None |
| 1877 | 669583744538451968 | NaN | NaN | 2015-11-25 18:29:39 +0000 | <a href="http://twitter.com/download/iphone" r... | Special dog here. Pretty big. Neck kinda long ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669583744... | ... | candle | 0.174315 | False | lampshade | 0.120407 | False | plunger | 7.209940e-02 | False | None |
| 1881 | 669564461267722241 | NaN | NaN | 2015-11-25 17:13:02 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Coriander Baton Rouge named Alfredo.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669564461... | ... | toy_poodle | 0.623685 | True | miniature_poodle | 0.259920 | True | standard_poodle | 8.252970e-02 | True | None |
| 1885 | 669367896104181761 | NaN | NaN | 2015-11-25 04:11:57 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Chip. Chip's pretending to be choked. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669367896... | ... | basset | 0.749394 | True | beagle | 0.133579 | True | Welsh_springer_spaniel | 3.019840e-02 | True | None |
| 1886 | 669363888236994561 | NaN | NaN | 2015-11-25 03:56:01 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have a Gingivitis Pumpernickel named Z... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669363888... | ... | golden_retriever | 0.539004 | True | Irish_setter | 0.406550 | True | cocker_spaniel | 4.148440e-02 | True | None |
| 1888 | 669354382627049472 | NaN | NaN | 2015-11-25 03:18:15 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Dug. Dug fucken loves peaches. 8/10 https... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669354382... | ... | Chihuahua | 0.973990 | True | French_bulldog | 0.010832 | True | Pekinese | 2.098650e-03 | True | None |
| 1897 | 669037058363662336 | NaN | NaN | 2015-11-24 06:17:19 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have Pancho and Peaches. Pancho is a C... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669037058... | ... | Chihuahua | 0.803528 | True | Pomeranian | 0.053871 | True | chow | 3.225740e-02 | True | None |
| 1898 | 669015743032369152 | NaN | NaN | 2015-11-24 04:52:37 +0000 | <a href="http://twitter.com/download/iphone" r... | Super rare dog right here guys. Doesn't bark. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/669015743... | ... | comic_book | 0.275927 | False | bib | 0.173516 | False | jersey | 7.391100e-02 | False | None |
| 1901 | 668994913074286592 | NaN | NaN | 2015-11-24 03:29:51 +0000 | <a href="http://twitter.com/download/iphone" r... | Two gorgeous pups here. Both have cute fake ho... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668994913... | ... | hog | 0.113789 | False | English_springer | 0.089763 | True | French_bulldog | 8.218640e-02 | True | None |
| 1904 | 668988183816871936 | NaN | NaN | 2015-11-24 03:03:06 +0000 | <a href="http://twitter.com/download/iphone" r... | Honor to rate this dog. Lots of fur on him. Tw... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668988183... | ... | Arabian_camel | 0.999614 | False | bison | 0.000228 | False | llama | 6.717870e-05 | False | None |
| 1906 | 668981893510119424 | NaN | NaN | 2015-11-24 02:38:07 +0000 | <a href="http://twitter.com/download/iphone" r... | Unique dog here. Oddly shaped tail. Long pink ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668981893... | ... | jellyfish | 0.447246 | False | coral_reef | 0.238625 | False | goldfish | 4.022690e-02 | False | None |
| 1910 | 668955713004314625 | NaN | NaN | 2015-11-24 00:54:05 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Slovakian Helter Skelter Feta named ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668955713... | ... | cocker_spaniel | 0.367492 | True | Lakeland_terrier | 0.272621 | True | soft-coated_wheaten_terrier | 6.700630e-02 | True | None |
| 1915 | 668852170888998912 | NaN | NaN | 2015-11-23 18:02:38 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Bobb. Bobb is a Golden High Fescu... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668852170... | ... | golden_retriever | 0.903529 | True | Tibetan_mastiff | 0.041497 | True | kuvasz | 2.250050e-02 | True | None |
| 1917 | 668815180734689280 | NaN | NaN | 2015-11-23 15:35:39 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a wild Toblerone from Papua New Guinea... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668815180... | ... | redbone | 0.461172 | True | Italian_greyhound | 0.270733 | True | miniature_pinscher | 1.097520e-01 | True | None |
| 1920 | 668645506898350081 | NaN | NaN | 2015-11-23 04:21:26 +0000 | <a href="http://twitter.com/download/iphone" r... | Incredibly rare dog here. Good at bipedalism. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668645506... | ... | ski_mask | 0.302854 | False | knee_pad | 0.096881 | False | balance_beam | 8.407560e-02 | False | None |
| 1921 | 668643542311546881 | NaN | NaN | 2015-11-23 04:13:37 +0000 | <a href="http://twitter.com/download/iphone" r... | Fascinating dog here. Loves beach. Oddly long ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668643542... | ... | common_iguana | 0.483972 | False | frilled_lizard | 0.111377 | False | sandbar | 7.898340e-02 | False | None |
| 1923 | 668636665813057536 | NaN | NaN | 2015-11-23 03:46:18 +0000 | <a href="http://twitter.com/download/iphone" r... | This is an Irish Rigatoni terrier named Berta.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668636665... | ... | komondor | 0.999956 | True | llama | 0.000043 | False | ram | 2.160900e-07 | False | None |
| 1927 | 668625577880875008 | NaN | NaN | 2015-11-23 03:02:14 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Maks. Maks just noticed something wasn... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668625577... | ... | ox | 0.071536 | False | groenendael | 0.054455 | True | Angora | 4.502800e-02 | False | None |
| 1929 | 668620235289837568 | NaN | NaN | 2015-11-23 02:41:01 +0000 | <a href="http://twitter.com/download/iphone" r... | Say hello to Kallie. There was a tornado in th... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668620235... | ... | crash_helmet | 0.757942 | False | toaster | 0.037497 | False | mouse | 2.727090e-02 | False | None |
| 1930 | 668614819948453888 | NaN | NaN | 2015-11-23 02:19:29 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a horned dog. Much grace. Can jump ove... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668614819... | ... | bustard | 0.380772 | False | pelican | 0.100554 | False | crane | 8.471350e-02 | False | None |
| 1933 | 668542336805281792 | NaN | NaN | 2015-11-22 21:31:28 +0000 | <a href="http://twitter.com/download/iphone" r... | There's a lot going on here but in my honest o... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668542336... | ... | American_Staffordshire_terrier | 0.267695 | True | French_bulldog | 0.254050 | True | Staffordshire_bullterrier | 2.123810e-01 | True | None |
| 1936 | 668507509523615744 | NaN | NaN | 2015-11-22 19:13:05 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Birmingham Quagmire named Chuk. Love... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668507509... | ... | basenji | 0.055379 | True | Shetland_sheepdog | 0.054322 | True | whippet | 5.191340e-02 | True | None |
| 1937 | 668496999348633600 | NaN | NaN | 2015-11-22 18:31:19 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Jo. Jo is a Swedish Queso. Tongue bigg... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668496999... | ... | Staffordshire_bullterrier | 0.412879 | True | miniature_pinscher | 0.161488 | True | American_Staffordshire_terrier | 1.124950e-01 | True | None |
| 1938 | 668484198282485761 | NaN | NaN | 2015-11-22 17:40:27 +0000 | <a href="http://twitter.com/download/iphone" r... | Good teamwork between these dogs. One is on lo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668484198... | ... | standard_poodle | 0.587372 | True | Bedlington_terrier | 0.182411 | True | Afghan_hound | 4.096800e-02 | True | None |
| 1941 | 668297328638447616 | NaN | NaN | 2015-11-22 05:17:54 +0000 | <a href="http://twitter.com/download/iphone" r... | 2 rare dogs. They waddle (v inefficient). Some... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668297328... | ... | king_penguin | 0.606747 | False | ice_bear | 0.264221 | False | Eskimo_dog | 3.278380e-02 | True | None |
| 1943 | 668286279830867968 | NaN | NaN | 2015-11-22 04:33:59 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Rusty. Rusty's dreaming of a world where ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668286279... | ... | golden_retriever | 0.215944 | True | basset | 0.189214 | True | Cardigan | 1.130100e-01 | True | None |
| 1946 | 668256321989451776 | NaN | NaN | 2015-11-22 02:34:57 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Jareld. Jareld rules these waters. Lad... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668256321... | ... | canoe | 0.407683 | False | paddle | 0.115550 | False | Pembroke | 9.442940e-02 | True | None |
| 1949 | 668226093875376128 | NaN | NaN | 2015-11-22 00:34:50 +0000 | <a href="http://twitter.com/download/iphone" r... | Sneaky dog here. Tuba player has no clue. 10/1... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668226093... | ... | trombone | 0.390339 | False | cornet | 0.314149 | False | French_horn | 2.551820e-01 | False | None |
| 1950 | 668221241640230912 | NaN | NaN | 2015-11-22 00:15:33 +0000 | <a href="http://twitter.com/download/iphone" r... | These two dogs are Bo & Smittens. Smittens... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668221241... | ... | chow | 0.395101 | True | golden_retriever | 0.372115 | True | Labrador_retriever | 1.487850e-01 | True | None |
| 1951 | 668204964695683073 | NaN | NaN | 2015-11-21 23:10:52 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Ron. Ron's currently experiencing a br... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668204964... | ... | Labrador_retriever | 0.655180 | True | golden_retriever | 0.107884 | True | Chesapeake_Bay_retriever | 6.583470e-02 | True | None |
| 1952 | 668190681446379520 | NaN | NaN | 2015-11-21 22:14:07 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Skittles. I would kidnap Skittles. Pin... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668190681... | ... | Blenheim_spaniel | 0.958402 | True | cocker_spaniel | 0.026764 | True | Welsh_springer_spaniel | 7.789910e-03 | True | None |
| 1953 | 668171859951755264 | NaN | NaN | 2015-11-21 20:59:20 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Trans Siberian Kellogg named Alfonso... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668171859... | ... | Chihuahua | 0.664834 | True | cowboy_boot | 0.060343 | False | giant_panda | 5.983750e-02 | False | None |
| 1954 | 668154635664932864 | NaN | NaN | 2015-11-21 19:50:53 +0000 | <a href="http://twitter.com/download/iphone" r... | Fun dogs here. Top one clearly an athlete. Bot... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668154635... | ... | Arctic_fox | 0.473584 | False | wallaby | 0.261411 | False | white_wolf | 8.094780e-02 | False | None |
| 1955 | 668142349051129856 | NaN | NaN | 2015-11-21 19:02:04 +0000 | <a href="http://twitter.com/download/iphone" r... | This lil pup is Oliver. Hops around. Has wings... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/668142349... | ... | Angora | 0.918834 | False | hen | 0.037793 | False | wood_rabbit | 1.101490e-02 | False | None |
| 1957 | 667937095915278337 | NaN | NaN | 2015-11-21 05:26:27 +0000 | <a href="http://twitter.com/download/iphone" r... | This dog resembles a baked potato. Bed looks u... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667937095... | ... | hamster | 0.172078 | False | guinea_pig | 0.094924 | False | Band_Aid | 5.999520e-02 | False | None |
| 1960 | 667911425562669056 | NaN | NaN | 2015-11-21 03:44:27 +0000 | <a href="http://twitter.com/download/iphone" r... | Wow. Armored dog here. Ready for battle. Face ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667911425... | ... | frilled_lizard | 0.257695 | False | ox | 0.235160 | False | triceratops | 8.531690e-02 | False | None |
| 1963 | 667885044254572545 | NaN | NaN | 2015-11-21 01:59:37 +0000 | <a href="http://twitter.com/download/iphone" r... | Meet Stu. Stu has stacks on stacks and an eye ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667885044... | ... | malamute | 0.088530 | True | golden_retriever | 0.087499 | True | muzzle | 7.500770e-02 | False | None |
| 1965 | 667873844930215936 | NaN | NaN | 2015-11-21 01:15:07 +0000 | <a href="http://twitter.com/download/iphone" r... | Neat dog. Lots of spikes. Always in push-up po... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667873844... | ... | common_iguana | 0.999647 | False | frilled_lizard | 0.000181 | False | African_chameleon | 1.283570e-04 | False | None |
| 1967 | 667861340749471744 | NaN | NaN | 2015-11-21 00:25:26 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a Shotokon Macadamia mix named Cheryl.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667861340... | ... | malamute | 0.967275 | True | Siberian_husky | 0.016168 | True | Eskimo_dog | 1.127740e-02 | True | None |
| 1968 | 667832474953625600 | NaN | NaN | 2015-11-20 22:30:44 +0000 | <a href="http://twitter.com/download/iphone" r... | THE EYES 12/10\n\nI'm sorry. These are suppose... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667832474... | ... | miniature_pinscher | 0.214200 | True | bath_towel | 0.146789 | False | Chihuahua | 1.041520e-01 | True | None |
| 1970 | 667801013445750784 | NaN | NaN | 2015-11-20 20:25:43 +0000 | <a href="http://twitter.com/download/iphone" r... | OMIGOD 12/10 https://t.co/SVMF4Frf1w | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667801013... | ... | flat-coated_retriever | 0.508392 | True | Chesapeake_Bay_retriever | 0.262239 | True | curly-coated_retriever | 4.891980e-02 | True | None |
| 1971 | 667793409583771648 | NaN | NaN | 2015-11-20 19:55:30 +0000 | <a href="http://twitter.com/download/iphone" r... | Dogs only please. Small cows and other non can... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667793409... | ... | dalmatian | 0.535073 | True | English_setter | 0.451219 | True | Great_Dane | 8.163610e-03 | True | None |
| 1972 | 667782464991965184 | NaN | NaN | 2015-11-20 19:12:01 +0000 | <a href="http://twitter.com/download/iphone" r... | Super rare dog. Endangered (?). Thinks it's fu... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667782464... | ... | lorikeet | 0.466149 | False | hummingbird | 0.083011 | False | African_grey | 5.424740e-02 | False | None |
| 1976 | 667724302356258817 | NaN | NaN | 2015-11-20 15:20:54 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | What a dog to start the day with. Very calm. L... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667724302... | ... | ibex | 0.619098 | False | bighorn | 0.125119 | False | ram | 7.467320e-02 | False | None |
| 1977 | 667550904950915073 | NaN | NaN | 2015-11-20 03:51:52 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | RT @dogratingrating: Exceptional talent. Origi... | 6.675487e+17 | 4.296832e+09 | 2015-11-20 03:43:06 +0000 | https://twitter.com/dogratingrating/status/667... | ... | web_site | 0.999335 | False | vizsla | 0.000081 | True | collie | 6.915900e-05 | True | None |
| 1978 | 667550882905632768 | NaN | NaN | 2015-11-20 03:51:47 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | RT @dogratingrating: Unoriginal idea. Blatant ... | 6.675484e+17 | 4.296832e+09 | 2015-11-20 03:41:59 +0000 | https://twitter.com/dogratingrating/status/667... | ... | web_site | 0.998258 | False | dishwasher | 0.000201 | False | oscilloscope | 1.417360e-04 | False | None |
| 1979 | 667549055577362432 | NaN | NaN | 2015-11-20 03:44:31 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | Never seen dog like this. Breathes heavy. Tilt... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667549055... | ... | electric_fan | 0.984377 | False | spotlight | 0.007737 | False | lampshade | 1.901230e-03 | False | None |
| 1981 | 667544320556335104 | NaN | NaN | 2015-11-20 03:25:43 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | This is Kial. Kial is either wearing a cape, w... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667544320... | ... | Pomeranian | 0.412893 | True | Pembroke | 0.312958 | True | Chihuahua | 7.196040e-02 | True | None |
| 1982 | 667538891197542400 | NaN | NaN | 2015-11-20 03:04:08 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | This is a southwest Coriander named Klint. Hat... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667538891... | ... | Yorkshire_terrier | 0.618957 | True | silky_terrier | 0.300313 | True | Australian_terrier | 5.341200e-02 | True | None |
| 1983 | 667534815156183040 | NaN | NaN | 2015-11-20 02:47:56 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | This is Frank (pronounced "Fronq"). Too many b... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667534815... | ... | Pembroke | 0.435254 | True | Cardigan | 0.307407 | True | cocker_spaniel | 3.315830e-02 | True | None |
| 1987 | 667509364010450944 | NaN | NaN | 2015-11-20 01:06:48 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | This a Norwegian Pewterschmidt named Tickles. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667509364... | ... | beagle | 0.636169 | True | Labrador_retriever | 0.119256 | True | golden_retriever | 8.254920e-02 | True | None |
| 1988 | 667502640335572993 | NaN | NaN | 2015-11-20 00:40:05 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | Say hello to Hall and Oates. Oates is winking ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667502640... | ... | Labrador_retriever | 0.996709 | True | golden_retriever | 0.001688 | True | beagle | 7.116670e-04 | True | None |
| 1989 | 667495797102141441 | NaN | NaN | 2015-11-20 00:12:54 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | This is Philippe from Soviet Russia. Commandin... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667495797... | ... | Chihuahua | 0.143957 | True | Christmas_stocking | 0.118651 | False | ski_mask | 9.248170e-02 | False | None |
| 1990 | 667491009379606528 | NaN | NaN | 2015-11-19 23:53:52 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | Two dogs in this one. Both are rare Jujitsu Py... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667491009... | ... | borzoi | 0.852088 | True | ice_bear | 0.132264 | False | weasel | 5.729980e-03 | False | None |
| 1992 | 667455448082227200 | NaN | NaN | 2015-11-19 21:32:34 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | This is Reese and Twips. Reese protects Twips.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667455448... | ... | Tibetan_terrier | 0.676376 | True | Irish_terrier | 0.054933 | True | Yorkshire_terrier | 4.057550e-02 | True | None |
| 1993 | 667453023279554560 | NaN | NaN | 2015-11-19 21:22:56 +0000 | <a href="http://twitter.com" rel="nofollow">Tw... | Meet Cupcake. I would do unspeakable things fo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667453023... | ... | Labrador_retriever | 0.825670 | True | French_bulldog | 0.056639 | True | Staffordshire_bullterrier | 5.401840e-02 | True | None |
| 1994 | 667443425659232256 | NaN | NaN | 2015-11-19 20:44:47 +0000 | <a href="http://twitter.com/download/iphone" r... | Exotic dog here. Long neck. Weird paws. Obsess... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667443425... | ... | goose | 0.980815 | False | drake | 0.006918 | False | hen | 5.255170e-03 | False | None |
| 1995 | 667437278097252352 | NaN | NaN | 2015-11-19 20:20:22 +0000 | <a href="http://twitter.com/download/iphone" r... | Never seen this breed before. Very pointy pup.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667437278... | ... | porcupine | 0.989154 | False | bath_towel | 0.006300 | False | badger | 9.663400e-04 | False | None |
| 1996 | 667435689202614272 | NaN | NaN | 2015-11-19 20:14:03 +0000 | <a href="http://twitter.com/download/iphone" r... | Ermergerd 12/10 https://t.co/PQni2sjPsm | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667435689... | ... | Rottweiler | 0.999091 | True | miniature_pinscher | 0.000450 | True | black-and-tan_coonhound | 1.571400e-04 | True | None |
| 1997 | 667405339315146752 | NaN | NaN | 2015-11-19 18:13:27 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Biden. Biden just tripped... 7/10 http... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667405339... | ... | Saint_Bernard | 0.381377 | True | Leonberg | 0.127998 | True | golden_retriever | 6.935680e-02 | True | None |
| 1999 | 667369227918143488 | NaN | NaN | 2015-11-19 15:49:57 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have a neat pup. Very white. Cool shad... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667369227... | ... | teddy | 0.709545 | False | bath_towel | 0.127285 | False | Christmas_stocking | 2.856750e-02 | False | None |
| 2002 | 667192066997374976 | NaN | NaN | 2015-11-19 04:05:59 +0000 | <a href="http://twitter.com/download/iphone" r... | *takes several long deep breaths* omg omg oMG ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667192066... | ... | Rottweiler | 0.283640 | True | miniature_pinscher | 0.148112 | True | black-and-tan_coonhound | 9.558480e-02 | True | None |
| 2003 | 667188689915760640 | NaN | NaN | 2015-11-19 03:52:34 +0000 | <a href="http://twitter.com/download/iphone" r... | Quite an advanced dog here. Impressively dress... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667188689... | ... | vacuum | 0.335830 | False | swab | 0.265278 | False | toilet_tissue | 1.407030e-01 | False | None |
| 2006 | 667176164155375616 | NaN | NaN | 2015-11-19 03:02:47 +0000 | <a href="http://twitter.com/download/iphone" r... | These are strange dogs. All have toupees. Long... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667176164... | ... | soft-coated_wheaten_terrier | 0.318981 | True | Lakeland_terrier | 0.215218 | True | toy_poodle | 1.060140e-01 | True | None |
| 2009 | 667165590075940865 | NaN | NaN | 2015-11-19 02:20:46 +0000 | <a href="http://twitter.com/download/iphone" r... | This is Churlie. AKA Fetty Woof. Lost eye savi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667165590... | ... | miniature_pinscher | 0.140173 | True | Rottweiler | 0.134094 | True | beagle | 8.189980e-02 | True | None |
| 2016 | 667065535570550784 | NaN | NaN | 2015-11-18 19:43:11 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have a Hufflepuff. Loves vest. Eyes wi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667065535... | ... | jigsaw_puzzle | 0.560001 | False | doormat | 0.103259 | False | space_heater | 4.256800e-02 | False | None |
| 2018 | 667044094246576128 | NaN | NaN | 2015-11-18 18:17:59 +0000 | <a href="http://twitter.com/download/iphone" r... | 12/10 gimme now https://t.co/QZAnwgnOMB | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667044094... | ... | golden_retriever | 0.765266 | True | Labrador_retriever | 0.206694 | True | seat_belt | 1.066690e-02 | False | None |
| 2021 | 666983947667116034 | NaN | NaN | 2015-11-18 14:18:59 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a curly Ticonderoga named Pepe. No fee... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666983947... | ... | swab | 0.589446 | False | chain_saw | 0.190142 | False | wig | 3.450970e-02 | False | None |
| 2022 | 666837028449972224 | NaN | NaN | 2015-11-18 04:35:11 +0000 | <a href="http://twitter.com/download/iphone" r... | My goodness. Very rare dog here. Large. Tail d... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666837028... | ... | triceratops | 0.442113 | False | armadillo | 0.114071 | False | common_iguana | 4.325530e-02 | False | None |
| 2023 | 666835007768551424 | NaN | NaN | 2015-11-18 04:27:09 +0000 | <a href="http://twitter.com/download/iphone" r... | These are Peruvian Feldspars. Their names are ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666835007... | ... | Airedale | 0.448459 | True | toy_poodle | 0.124030 | True | teddy | 1.101830e-01 | False | None |
| 2024 | 666826780179869698 | NaN | NaN | 2015-11-18 03:54:28 +0000 | <a href="http://twitter.com/download/iphone" r... | 12/10 simply brilliant pup https://t.co/V6ZzG4... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666826780... | ... | Maltese_dog | 0.359383 | True | teddy | 0.148759 | False | West_Highland_white_terrier | 1.060070e-01 | True | None |
| 2027 | 666786068205871104 | NaN | NaN | 2015-11-18 01:12:41 +0000 | <a href="http://twitter.com/download/iphone" r... | Unfamiliar with this breed. Ears pointy af. Wo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666786068... | ... | snail | 0.999888 | False | slug | 0.000055 | False | acorn | 2.625800e-05 | False | None |
| 2028 | 666781792255496192 | NaN | NaN | 2015-11-18 00:55:42 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a purebred Bacardi named Octaviath. Ca... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666781792... | ... | Italian_greyhound | 0.618316 | True | Weimaraner | 0.151363 | True | vizsla | 8.598910e-02 | True | None |
| 2031 | 666701168228331520 | NaN | NaN | 2015-11-17 19:35:19 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a golden Buckminsterfullerene named Jo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666701168... | ... | Labrador_retriever | 0.887707 | True | Chihuahua | 0.029307 | True | French_bulldog | 2.075630e-02 | True | None |
| 2033 | 666649482315059201 | NaN | NaN | 2015-11-17 16:09:56 +0000 | <a href="http://twitter.com/download/iphone" r... | Cool dog. Enjoys couch. Low monotone bark. Ver... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666649482... | ... | Border_collie | 0.447803 | True | English_springer | 0.170497 | True | collie | 1.392060e-01 | True | None |
| 2037 | 666437273139982337 | NaN | NaN | 2015-11-17 02:06:42 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we see a lone northeastern Cumberbatch. H... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666437273... | ... | Chihuahua | 0.671853 | True | beagle | 0.124680 | True | Saluki | 4.409420e-02 | True | None |
| 2038 | 666435652385423360 | NaN | NaN | 2015-11-17 02:00:15 +0000 | <a href="http://twitter.com/download/iphone" r... | "Can you behave? You're ruining my wedding day... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666435652... | ... | Chesapeake_Bay_retriever | 0.184130 | True | chain_saw | 0.056775 | False | power_drill | 3.676340e-02 | False | None |
| 2040 | 666428276349472768 | NaN | NaN | 2015-11-17 01:30:57 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have an Austrian Pulitzer. Collectors ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666428276... | ... | Pembroke | 0.371361 | True | chow | 0.249394 | True | Pomeranian | 2.418780e-01 | True | None |
| 2041 | 666421158376562688 | NaN | NaN | 2015-11-17 01:02:40 +0000 | <a href="http://twitter.com/download/iphone" r... | *internally screaming* 12/10 https://t.co/YMcr... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666421158... | ... | Blenheim_spaniel | 0.906777 | True | cocker_spaniel | 0.090346 | True | Shih-Tzu | 1.116870e-03 | True | None |
| 2043 | 666411507551481857 | NaN | NaN | 2015-11-17 00:24:19 +0000 | <a href="http://twitter.com/download/iphone" r... | This is quite the dog. Gets really excited whe... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666411507... | ... | coho | 0.404640 | False | barracouta | 0.271485 | False | gar | 1.899450e-01 | False | None |
| 2044 | 666407126856765440 | NaN | NaN | 2015-11-17 00:06:54 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a southern Vesuvius bumblegruff. Can d... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666407126... | ... | black-and-tan_coonhound | 0.529139 | True | bloodhound | 0.244220 | True | flat-coated_retriever | 1.738100e-01 | True | None |
| 2045 | 666396247373291520 | NaN | NaN | 2015-11-16 23:23:41 +0000 | <a href="http://twitter.com/download/iphone" r... | Oh goodness. A super rare northeast Qdoba kang... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666396247... | ... | Chihuahua | 0.978108 | True | toy_terrier | 0.009397 | True | papillon | 4.576810e-03 | True | None |
| 2046 | 666373753744588802 | NaN | NaN | 2015-11-16 21:54:18 +0000 | <a href="http://twitter.com/download/iphone" r... | Those are sunglasses and a jean jacket. 11/10 ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666373753... | ... | soft-coated_wheaten_terrier | 0.326467 | True | Afghan_hound | 0.259551 | True | briard | 2.068030e-01 | True | None |
| 2047 | 666362758909284353 | NaN | NaN | 2015-11-16 21:10:36 +0000 | <a href="http://twitter.com/download/iphone" r... | Unique dog here. Very small. Lives in containe... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666362758... | ... | guinea_pig | 0.996496 | False | skunk | 0.002402 | False | hamster | 4.608630e-04 | False | None |
| 2048 | 666353288456101888 | NaN | NaN | 2015-11-16 20:32:58 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have a mixed Asiago from the Galápagos... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666353288... | ... | malamute | 0.336874 | True | Siberian_husky | 0.147655 | True | Eskimo_dog | 9.341240e-02 | True | None |
| 2049 | 666345417576210432 | NaN | NaN | 2015-11-16 20:01:42 +0000 | <a href="http://twitter.com/download/iphone" r... | Look at this jokester thinking seat belt laws ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666345417... | ... | golden_retriever | 0.858744 | True | Chesapeake_Bay_retriever | 0.054787 | True | Labrador_retriever | 1.424090e-02 | True | None |
| 2050 | 666337882303524864 | NaN | NaN | 2015-11-16 19:31:45 +0000 | <a href="http://twitter.com/download/iphone" r... | This is an extremely rare horned Parthenon. No... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666337882... | ... | ox | 0.416669 | False | Newfoundland | 0.278407 | True | groenendael | 1.026430e-01 | True | None |
| 2052 | 666287406224695296 | NaN | NaN | 2015-11-16 16:11:11 +0000 | <a href="http://twitter.com/download/iphone" r... | This is an Albanian 3 1/2 legged Episcopalian... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666287406... | ... | Maltese_dog | 0.857531 | True | toy_poodle | 0.063064 | True | miniature_poodle | 2.558060e-02 | True | None |
| 2053 | 666273097616637952 | NaN | NaN | 2015-11-16 15:14:19 +0000 | <a href="http://twitter.com/download/iphone" r... | Can take selfies 11/10 https://t.co/ws2AMaNwPW | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666273097... | ... | Italian_greyhound | 0.176053 | True | toy_terrier | 0.111884 | True | basenji | 1.111520e-01 | True | None |
| 2054 | 666268910803644416 | NaN | NaN | 2015-11-16 14:57:41 +0000 | <a href="http://twitter.com/download/iphone" r... | Very concerned about fellow dog trapped in com... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666268910... | ... | desktop_computer | 0.086502 | False | desk | 0.085547 | False | bookcase | 7.947970e-02 | False | None |
| 2055 | 666104133288665088 | NaN | NaN | 2015-11-16 04:02:55 +0000 | <a href="http://twitter.com/download/iphone" r... | Not familiar with this breed. No tail (weird).... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666104133... | ... | hen | 0.965932 | False | cock | 0.033919 | False | partridge | 5.206580e-05 | False | None |
| 2056 | 666102155909144576 | NaN | NaN | 2015-11-16 03:55:04 +0000 | <a href="http://twitter.com/download/iphone" r... | Oh my. Here you are seeing an Adobe Setter giv... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666102155... | ... | English_setter | 0.298617 | True | Newfoundland | 0.149842 | True | borzoi | 1.336490e-01 | True | None |
| 2057 | 666099513787052032 | NaN | NaN | 2015-11-16 03:44:34 +0000 | <a href="http://twitter.com/download/iphone" r... | Can stand on stump for what seems like a while... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666099513... | ... | Lhasa | 0.582330 | True | Shih-Tzu | 0.166192 | True | Dandie_Dinmont | 8.968830e-02 | True | None |
| 2058 | 666094000022159362 | NaN | NaN | 2015-11-16 03:22:39 +0000 | <a href="http://twitter.com/download/iphone" r... | This appears to be a Mongolian Presbyterian mi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666094000... | ... | bloodhound | 0.195217 | True | German_shepherd | 0.078260 | True | malinois | 7.562780e-02 | True | None |
| 2060 | 666073100786774016 | NaN | NaN | 2015-11-16 01:59:36 +0000 | <a href="http://twitter.com/download/iphone" r... | Let's hope this flight isn't Malaysian (lol). ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666073100... | ... | Walker_hound | 0.260857 | True | English_foxhound | 0.175382 | True | Ibizan_hound | 9.747050e-02 | True | None |
| 2061 | 666071193221509120 | NaN | NaN | 2015-11-16 01:52:02 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have a northern speckled Rhododendron.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666071193... | ... | Gordon_setter | 0.503672 | True | Yorkshire_terrier | 0.174201 | True | Pekinese | 1.094540e-01 | True | None |
| 2062 | 666063827256086533 | NaN | NaN | 2015-11-16 01:22:45 +0000 | <a href="http://twitter.com/download/iphone" r... | This is the happiest dog you will ever see. Ve... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666063827... | ... | golden_retriever | 0.775930 | True | Tibetan_mastiff | 0.093718 | True | Labrador_retriever | 7.242660e-02 | True | None |
| 2064 | 666057090499244032 | NaN | NaN | 2015-11-16 00:55:59 +0000 | <a href="http://twitter.com/download/iphone" r... | My oh my. This is a rare blond Canadian terrie... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666057090... | ... | shopping_cart | 0.962465 | False | shopping_basket | 0.014594 | False | golden_retriever | 7.958960e-03 | True | None |
| 2065 | 666055525042405380 | NaN | NaN | 2015-11-16 00:49:46 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a Siberian heavily armored polar bear ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666055525... | ... | chow | 0.692517 | True | Tibetan_mastiff | 0.058279 | True | fur_coat | 5.444860e-02 | False | None |
| 2066 | 666051853826850816 | NaN | NaN | 2015-11-16 00:35:11 +0000 | <a href="http://twitter.com/download/iphone" r... | This is an odd dog. Hard on the outside but lo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666051853... | ... | box_turtle | 0.933012 | False | mud_turtle | 0.045885 | False | terrapin | 1.788530e-02 | False | None |
| 2067 | 666050758794694657 | NaN | NaN | 2015-11-16 00:30:50 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a truly beautiful English Wilson Staff... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666050758... | ... | Bernese_mountain_dog | 0.651137 | True | English_springer | 0.263788 | True | Greater_Swiss_Mountain_dog | 1.619920e-02 | True | None |
| 2068 | 666049248165822465 | NaN | NaN | 2015-11-16 00:24:50 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have a 1949 1st generation vulpix. Enj... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666049248... | ... | miniature_pinscher | 0.560311 | True | Rottweiler | 0.243682 | True | Doberman | 1.546290e-01 | True | None |
| 2070 | 666033412701032449 | NaN | NaN | 2015-11-15 23:21:54 +0000 | <a href="http://twitter.com/download/iphone" r... | Here is a very happy pup. Big fan of well-main... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666033412... | ... | German_shepherd | 0.596461 | True | malinois | 0.138584 | True | bloodhound | 1.161970e-01 | True | None |
| 2071 | 666029285002620928 | NaN | NaN | 2015-11-15 23:05:30 +0000 | <a href="http://twitter.com/download/iphone" r... | This is a western brown Mitsubishi terrier. Up... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666029285... | ... | redbone | 0.506826 | True | miniature_pinscher | 0.074192 | True | Rhodesian_ridgeback | 7.201000e-02 | True | None |
| 2072 | 666020888022790149 | NaN | NaN | 2015-11-15 22:32:08 +0000 | <a href="http://twitter.com/download/iphone" r... | Here we have a Japanese Irish Setter. Lost eye... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/666020888... | ... | Welsh_springer_spaniel | 0.465074 | True | collie | 0.156665 | True | Shetland_sheepdog | 6.142850e-02 | True | None |
675 rows × 60 columns
Define
- Correct incorrect dtypes
In [47]:
master_df_clean.dtypes
Out[47]:
tweet_id int64 in_reply_to_status_id_x float64 in_reply_to_user_id_x float64 timestamp object source_x object text object retweeted_status_id float64 retweeted_status_user_id float64 retweeted_status_timestamp object expanded_urls object rating_numerator int64 rating_denominator int64 name object doggo object floofer object pupper object puppo object created_at datetime64[ns, UTC] id int64 id_str int64 full_text object truncated bool display_text_range object entities object extended_entities object source_y object in_reply_to_status_id_y float64 in_reply_to_status_id_str float64 in_reply_to_user_id_y float64 in_reply_to_user_id_str float64 in_reply_to_screen_name object user object geo float64 coordinates float64 place object contributors float64 is_quote_status bool retweet_count int64 favorite_count int64 favorited bool retweeted bool possibly_sensitive float64 possibly_sensitive_appealable float64 lang object retweeted_status object quoted_status_id float64 quoted_status_id_str float64 quoted_status object jpg_url object img_num int64 p1 object p1_conf float64 p1_dog bool p2 object p2_conf float64 p2_dog bool p3 object p3_conf float64 p3_dog bool gender object dtype: object
Code
In [48]:
from datetime import datetime
#Convert tweet_id,id,id_str to string and timestamp to datetime object
master_df_clean['tweet_id']=master_df_clean['tweet_id'].astype(str,errors='ignore')
master_df_clean['id']=master_df_clean['id'].astype(str,errors='ignore')
master_df_clean['id_str']=master_df_clean['id_str'].astype(str,errors='ignore')
master_df_clean['timestamp']=pd.to_datetime(master_df_clean['timestamp'],errors='ignore')
Test
In [49]:
master_df_clean.dtypes
Out[49]:
tweet_id object in_reply_to_status_id_x float64 in_reply_to_user_id_x float64 timestamp datetime64[ns, UTC] source_x object text object retweeted_status_id float64 retweeted_status_user_id float64 retweeted_status_timestamp object expanded_urls object rating_numerator int64 rating_denominator int64 name object doggo object floofer object pupper object puppo object created_at datetime64[ns, UTC] id object id_str object full_text object truncated bool display_text_range object entities object extended_entities object source_y object in_reply_to_status_id_y float64 in_reply_to_status_id_str float64 in_reply_to_user_id_y float64 in_reply_to_user_id_str float64 in_reply_to_screen_name object user object geo float64 coordinates float64 place object contributors float64 is_quote_status bool retweet_count int64 favorite_count int64 favorited bool retweeted bool possibly_sensitive float64 possibly_sensitive_appealable float64 lang object retweeted_status object quoted_status_id float64 quoted_status_id_str float64 quoted_status object jpg_url object img_num int64 p1 object p1_conf float64 p1_dog bool p2 object p2_conf float64 p2_dog bool p3 object p3_conf float64 p3_dog bool gender object dtype: object
Define:
- Extract doggo,floofer,pupper,puppo from text column into one
Code
In [50]:
master_df_clean[['doggo', 'floofer', 'pupper', 'puppo']].sample(10)
Out[50]:
| doggo | floofer | pupper | puppo | |
|---|---|---|---|---|
| 366 | doggo | None | pupper | None |
| 816 | None | None | None | None |
| 1386 | None | None | None | None |
| 750 | doggo | None | None | None |
| 315 | None | None | None | puppo |
| 1950 | None | None | None | None |
| 1454 | None | None | None | None |
| 464 | doggo | None | pupper | None |
| 919 | None | None | None | None |
| 596 | None | None | None | None |
In [51]:
# Extract the dog stage names from the the 4 individual columns and combine into one 'stage' column
# https://stackoverflow.com/questions/44061607/pandas-lambda-function-with-nan-support
stages= ['doggo', 'floofer', 'pupper', 'puppo']
for stage in stages:
master_df_clean[stage] = archive_clean[stage].apply(lambda x: np.NaN if x == 'None' else x)
master_df_clean['life_stage'] = master_df_clean[['doggo', 'floofer', 'pupper', 'puppo']].astype(str).sum(1)
master_df_clean['life_stage'] = master_df_clean['life_stage'].apply(lambda x: x.replace('nan', ''))
master_df_clean['life_stage'] = master_df_clean['life_stage'].apply(lambda x: np.NaN if x == '' else x)
master_df_clean['life_stage'].replace({'doggopupper':'doggo pupper',
'doggofloofer':'doggo floofer',
'doggopuppo':'doggo puppo',
'':None}, inplace=True)
In [52]:
master_df_clean.columns
Out[52]:
Index(['tweet_id', 'in_reply_to_status_id_x', 'in_reply_to_user_id_x',
'timestamp', 'source_x', 'text', 'retweeted_status_id',
'retweeted_status_user_id', 'retweeted_status_timestamp',
'expanded_urls', 'rating_numerator', 'rating_denominator', 'name',
'doggo', 'floofer', 'pupper', 'puppo', 'created_at', 'id', 'id_str',
'full_text', 'truncated', 'display_text_range', 'entities',
'extended_entities', 'source_y', 'in_reply_to_status_id_y',
'in_reply_to_status_id_str', 'in_reply_to_user_id_y',
'in_reply_to_user_id_str', 'in_reply_to_screen_name', 'user', 'geo',
'coordinates', 'place', 'contributors', 'is_quote_status',
'retweet_count', 'favorite_count', 'favorited', 'retweeted',
'possibly_sensitive', 'possibly_sensitive_appealable', 'lang',
'retweeted_status', 'quoted_status_id', 'quoted_status_id_str',
'quoted_status', 'jpg_url', 'img_num', 'p1', 'p1_conf', 'p1_dog', 'p2',
'p2_conf', 'p2_dog', 'p3', 'p3_conf', 'p3_dog', 'gender', 'life_stage'],
dtype='object')
In [53]:
#Drop 'doggo', 'floofer', 'pupper', 'puppo' columns
master_df_clean.drop(['doggo', 'floofer', 'pupper', 'puppo'], axis=1, inplace=True)
Test
In [54]:
#Check if the 'doggo', 'floofer', 'pupper', 'puppo' columns have been dropped
master_df_clean.columns
Out[54]:
Index(['tweet_id', 'in_reply_to_status_id_x', 'in_reply_to_user_id_x',
'timestamp', 'source_x', 'text', 'retweeted_status_id',
'retweeted_status_user_id', 'retweeted_status_timestamp',
'expanded_urls', 'rating_numerator', 'rating_denominator', 'name',
'created_at', 'id', 'id_str', 'full_text', 'truncated',
'display_text_range', 'entities', 'extended_entities', 'source_y',
'in_reply_to_status_id_y', 'in_reply_to_status_id_str',
'in_reply_to_user_id_y', 'in_reply_to_user_id_str',
'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place',
'contributors', 'is_quote_status', 'retweet_count', 'favorite_count',
'favorited', 'retweeted', 'possibly_sensitive',
'possibly_sensitive_appealable', 'lang', 'retweeted_status',
'quoted_status_id', 'quoted_status_id_str', 'quoted_status', 'jpg_url',
'img_num', 'p1', 'p1_conf', 'p1_dog', 'p2', 'p2_conf', 'p2_dog', 'p3',
'p3_conf', 'p3_dog', 'gender', 'life_stage'],
dtype='object')
Define
- Clean the prediction columns names and combine into one
Code
In [55]:
master_df_clean[['img_num', 'p1', 'p1_conf', 'p1_dog', 'p2', 'p2_conf', 'p2_dog', 'p3',
'p3_conf', 'p3_dog']].sample(10)
Out[55]:
| img_num | p1 | p1_conf | p1_dog | p2 | p2_conf | p2_dog | p3 | p3_conf | p3_dog | |
|---|---|---|---|---|---|---|---|---|---|---|
| 249 | 3 | swing | 0.967066 | False | American_Staffordshire_terrier | 0.012731 | True | Staffordshire_bullterrier | 0.007039 | True |
| 285 | 1 | Border_terrier | 0.394486 | True | Staffordshire_bullterrier | 0.376574 | True | American_Staffordshire_terrier | 0.031292 | True |
| 498 | 1 | golden_retriever | 0.893775 | True | Labrador_retriever | 0.070140 | True | doormat | 0.008419 | False |
| 1632 | 1 | Brabancon_griffon | 0.409909 | True | malinois | 0.244649 | True | bull_mastiff | 0.074819 | True |
| 896 | 1 | Pembroke | 0.935307 | True | Cardigan | 0.049874 | True | Chihuahua | 0.011603 | True |
| 1441 | 1 | soft-coated_wheaten_terrier | 0.289598 | True | West_Highland_white_terrier | 0.157195 | True | toy_poodle | 0.074435 | True |
| 64 | 1 | basset | 0.320420 | True | collie | 0.215975 | True | Appenzeller | 0.128507 | True |
| 1737 | 1 | carton | 0.952613 | False | crate | 0.035376 | False | pug | 0.003267 | True |
| 1744 | 1 | pug | 0.863385 | True | shopping_cart | 0.125746 | False | Border_terrier | 0.002972 | True |
| 85 | 3 | pug | 0.999120 | True | French_bulldog | 0.000552 | True | bull_mastiff | 0.000073 | True |
In [56]:
#Rename 'p1', 'p1_conf', 'p1_dog', 'p2', 'p2_conf', 'p2_dog', 'p3','p3_conf', 'p3_dog' columns
master_df_clean.rename(columns={'p1':'first_prediction', 'p1_conf':'first_prediction_confidence', 'p1_dog':'is_first_prediction_dog',
'p2':'second_prediction','p2_conf':'second_prediction_confidence', 'p2_dog':'is_second_prediction_dog',
'p3':'third_prediction','p3_conf':'third_prediction_confidence', 'p3_dog':'is_third_prediction_dog'},inplace=True)
In [57]:
master_df_clean[['img_num', 'first_prediction', 'first_prediction_confidence',
'is_first_prediction_dog', 'second_prediction',
'second_prediction_confidence', 'is_second_prediction_dog',
'third_prediction', 'third_prediction_confidence',
'is_third_prediction_dog']].sample(10)
Out[57]:
| img_num | first_prediction | first_prediction_confidence | is_first_prediction_dog | second_prediction | second_prediction_confidence | is_second_prediction_dog | third_prediction | third_prediction_confidence | is_third_prediction_dog | |
|---|---|---|---|---|---|---|---|---|---|---|
| 266 | 1 | Pekinese | 0.988916 | True | Brabancon_griffon | 0.001677 | True | Siamese_cat | 0.001126 | False |
| 1278 | 1 | snorkel | 0.526536 | False | muzzle | 0.048089 | False | scuba_diver | 0.034226 | False |
| 598 | 1 | pug | 0.919255 | True | French_bulldog | 0.032350 | True | bull_mastiff | 0.028468 | True |
| 170 | 1 | Staffordshire_bullterrier | 0.757547 | True | American_Staffordshire_terrier | 0.149950 | True | Chesapeake_Bay_retriever | 0.047523 | True |
| 1828 | 1 | axolotl | 0.611558 | False | tailed_frog | 0.186484 | False | common_newt | 0.078694 | False |
| 376 | 1 | Chihuahua | 0.756992 | True | Pomeranian | 0.052850 | True | Maltese_dog | 0.047608 | True |
| 1840 | 1 | sea_urchin | 0.493257 | False | porcupine | 0.460565 | False | cardoon | 0.008146 | False |
| 1224 | 1 | basenji | 0.748904 | True | Cardigan | 0.121102 | True | Pembroke | 0.111767 | True |
| 543 | 3 | schipperke | 0.363272 | True | kelpie | 0.197021 | True | Norwegian_elkhound | 0.151024 | True |
| 839 | 1 | chow | 0.575637 | True | Pomeranian | 0.195950 | True | Norwich_terrier | 0.141224 | True |
In [58]:
#Pick the first true dog_breed precidiction together with the confidence interval
prediction_breed = []
confidence = []
def get_prediction_confidence(dataframe):
if dataframe['is_first_prediction_dog'] == True:
prediction_breed.append(dataframe['first_prediction'])
confidence.append(dataframe['first_prediction_confidence'])
elif dataframe['is_second_prediction_dog'] == True:
prediction_breed.append(dataframe['second_prediction'])
confidence.append(dataframe['second_prediction_confidence'])
elif dataframe['is_third_prediction_dog'] == True:
prediction_breed.append(dataframe['third_prediction'])
confidence.append(dataframe['third_prediction_confidence'])
else:
prediction_breed.append('None')
confidence.append(0)
master_df_clean.apply(get_prediction_confidence, axis=1)
master_df_clean['prediction_breed'] = prediction_breed
master_df_clean['confidence'] = confidence
Test
In [59]:
master_df_clean[['prediction_breed','confidence']].sample(10
)
Out[59]:
| prediction_breed | confidence | |
|---|---|---|
| 180 | schipperke | 0.907559 |
| 1953 | Chihuahua | 0.664834 |
| 949 | flat-coated_retriever | 0.656463 |
| 2015 | Chihuahua | 0.483682 |
| 1151 | Pomeranian | 0.491022 |
| 560 | Pembroke | 0.709512 |
| 1885 | basset | 0.749394 |
| 1976 | None | 0.000000 |
| 190 | Airedale | 0.495380 |
| 255 | None | 0.000000 |
Define
- Capitalize dog breed names and remove the underscores
Code
In [60]:
#Capitalize dog_breed
master_df_clean['prediction_breed']=master_df_clean['prediction_breed'].str.capitalize()
In [61]:
master_df_clean.prediction_breed.value_counts()
Out[61]:
None 323 Golden_retriever 173 Labrador_retriever 113 Chihuahua 95 Pembroke 95 Pug 65 Toy_poodle 52 Chow 51 Samoyed 46 Pomeranian 42 Malamute 34 Cocker_spaniel 34 French_bulldog 32 Chesapeake_bay_retriever 31 Miniature_pinscher 26 Cardigan 23 Staffordshire_bullterrier 22 Eskimo_dog 22 Beagle 21 German_shepherd 21 Siberian_husky 20 Shih-tzu 20 Maltese_dog 19 Lakeland_terrier 19 Shetland_sheepdog 19 Rottweiler 19 Kuvasz 19 Italian_greyhound 17 Basset 17 West_highland_white_terrier 16 American_staffordshire_terrier 16 Old_english_sheepdog 15 Schipperke 15 Soft-coated_wheaten_terrier 15 Great_pyrenees 15 Pekinese 14 Vizsla 14 Dalmatian 13 Kelpie 13 Norwegian_elkhound 12 Standard_poodle 12 Boston_bull 12 Border_collie 12 Airedale 12 Boxer 11 Great_dane 11 Bernese_mountain_dog 11 Whippet 11 Collie 11 Malinois 11 Borzoi 11 Blenheim_spaniel 11 English_springer 11 Yorkshire_terrier 10 Basenji 9 Doberman 9 English_setter 9 Saint_bernard 8 German_short-haired_pointer 8 Miniature_poodle 8 Brittany_spaniel 8 Flat-coated_retriever 8 Papillon 8 Norfolk_terrier 7 Mexican_hairless 7 Bloodhound 7 Border_terrier 7 Dandie_dinmont 7 Newfoundland 7 Irish_terrier 7 Redbone 6 Bedlington_terrier 6 Irish_setter 6 Tibetan_mastiff 5 Norwich_terrier 5 Ibizan_hound 5 Bull_mastiff 5 Lhasa 5 Walker_hound 5 Miniature_schnauzer 5 Keeshond 4 Bluetick 4 Tibetan_terrier 4 Scottish_deerhound 4 Rhodesian_ridgeback 4 Saluki 4 Weimaraner 4 Gordon_setter 4 Welsh_springer_spaniel 4 Giant_schnauzer 4 Afghan_hound 4 Greater_swiss_mountain_dog 3 Irish_water_spaniel 3 Curly-coated_retriever 3 Brabancon_griffon 3 Leonberg 3 Briard 3 Toy_terrier 3 Cairn 3 Komondor 3 Groenendael 2 Appenzeller 2 Sussex_spaniel 2 Australian_terrier 2 Black-and-tan_coonhound 2 Wire-haired_fox_terrier 2 Bouvier_des_flandres 1 Silky_terrier 1 Clumber 1 Scotch_terrier 1 Entlebucher 1 Japanese_spaniel 1 Standard_schnauzer 1 Irish_wolfhound 1 Name: prediction_breed, dtype: int64
In [62]:
#Remove the underscores in the names
master_df_clean['prediction_breed']=master_df_clean['prediction_breed'].str.replace('_',' ')
master_df_clean['prediction_breed']=master_df_clean['prediction_breed'].str.replace('-',' ')
Test
In [63]:
master_df_clean.prediction_breed.value_counts()
Out[63]:
None 323 Golden retriever 173 Labrador retriever 113 Chihuahua 95 Pembroke 95 Pug 65 Toy poodle 52 Chow 51 Samoyed 46 Pomeranian 42 Malamute 34 Cocker spaniel 34 French bulldog 32 Chesapeake bay retriever 31 Miniature pinscher 26 Cardigan 23 Staffordshire bullterrier 22 Eskimo dog 22 Beagle 21 German shepherd 21 Siberian husky 20 Shih tzu 20 Maltese dog 19 Lakeland terrier 19 Shetland sheepdog 19 Rottweiler 19 Kuvasz 19 Italian greyhound 17 Basset 17 West highland white terrier 16 American staffordshire terrier 16 Old english sheepdog 15 Schipperke 15 Soft coated wheaten terrier 15 Great pyrenees 15 Pekinese 14 Vizsla 14 Dalmatian 13 Kelpie 13 Norwegian elkhound 12 Standard poodle 12 Boston bull 12 Border collie 12 Airedale 12 Boxer 11 Great dane 11 Bernese mountain dog 11 Whippet 11 Collie 11 Malinois 11 Borzoi 11 Blenheim spaniel 11 English springer 11 Yorkshire terrier 10 Basenji 9 Doberman 9 English setter 9 Saint bernard 8 German short haired pointer 8 Miniature poodle 8 Brittany spaniel 8 Flat coated retriever 8 Papillon 8 Norfolk terrier 7 Mexican hairless 7 Bloodhound 7 Border terrier 7 Dandie dinmont 7 Newfoundland 7 Irish terrier 7 Redbone 6 Bedlington terrier 6 Irish setter 6 Tibetan mastiff 5 Norwich terrier 5 Ibizan hound 5 Bull mastiff 5 Lhasa 5 Walker hound 5 Miniature schnauzer 5 Keeshond 4 Bluetick 4 Tibetan terrier 4 Scottish deerhound 4 Rhodesian ridgeback 4 Saluki 4 Weimaraner 4 Gordon setter 4 Welsh springer spaniel 4 Giant schnauzer 4 Afghan hound 4 Greater swiss mountain dog 3 Irish water spaniel 3 Curly coated retriever 3 Brabancon griffon 3 Leonberg 3 Briard 3 Toy terrier 3 Cairn 3 Komondor 3 Groenendael 2 Appenzeller 2 Sussex spaniel 2 Australian terrier 2 Black and tan coonhound 2 Wire haired fox terrier 2 Bouvier des flandres 1 Silky terrier 1 Clumber 1 Scotch terrier 1 Entlebucher 1 Japanese spaniel 1 Standard schnauzer 1 Irish wolfhound 1 Name: prediction_breed, dtype: int64
Define:
- Remove duplicated jpg_urls
Code
In [64]:
master_df_clean['jpg_url'].duplicated().sum()
Out[64]:
65
In [65]:
#Displaying duplicated rows
master_df_clean[master_df_clean['jpg_url'].duplicated()]
Out[65]:
| tweet_id | in_reply_to_status_id_x | in_reply_to_user_id_x | timestamp | source_x | text | retweeted_status_id | retweeted_status_user_id | retweeted_status_timestamp | expanded_urls | ... | second_prediction | second_prediction_confidence | is_second_prediction_dog | third_prediction | third_prediction_confidence | is_third_prediction_dog | gender | life_stage | prediction_breed | confidence | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 103 | 868880397819494401 | NaN | NaN | 2017-05-28 17:23:24+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Walter. He won't start hydrotherapy wi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/868880397... | ... | French_bulldog | 0.099984 | True | printer | 0.077130 | False | male | NaN | French bulldog | 0.099984 |
| 282 | 830583320585068544 | NaN | NaN | 2017-02-12 01:04:29+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Lilly. She just parallel barked. Kindl... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/830583320... | ... | seat_belt | 0.057091 | False | pug | 0.011933 | True | female | NaN | Labrador retriever | 0.908703 |
| 288 | 829374341691346946 | NaN | NaN | 2017-02-08 17:00:26+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Astrid. She's a guide doggo in trainin... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/829374341... | ... | American_Staffordshire_terrier | 0.149950 | True | Chesapeake_Bay_retriever | 0.047523 | True | female | NaN | Staffordshire bullterrier | 0.757547 |
| 306 | 826958653328592898 | NaN | NaN | 2017-02-02 01:01:21+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Loki. He smiles like Elvis. Ain't noth... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/826958653... | ... | Labrador_retriever | 0.337053 | True | tennis_ball | 0.008554 | False | male | NaN | Golden retriever | 0.617389 |
| 333 | 822489057087389700 | NaN | NaN | 2017-01-20 17:00:46+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Paisley. She really wanted to be presi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/822489057... | ... | malamute | 0.252706 | True | kuvasz | 0.157028 | True | female | NaN | Samoyed | 0.416769 |
| 335 | 822244816520155136 | NaN | NaN | 2017-01-20 00:50:15+00:00 | <a href="http://twitter.com/download/iphone" r... | We only rate dogs. Please don't send pics of m... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/822244816... | ... | Pomeranian | 0.193654 | True | Arctic_fox | 0.071648 | False | None | NaN | Samoyed | 0.585441 |
| 357 | 819006400881917954 | NaN | NaN | 2017-01-11 02:21:57+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Sunny. She was also a very good First ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/819006400... | ... | palace | 0.020089 | False | umbrella | 0.007850 | False | female | NaN | None | 0.000000 |
| 358 | 819004803107983360 | NaN | NaN | 2017-01-11 02:15:36+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Bo. He was a very good First Doggo. 14... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/819004803... | ... | toy_poodle | 0.271929 | True | Tibetan_terrier | 0.094759 | True | male | NaN | Standard poodle | 0.351308 |
| 368 | 817423860136083457 | NaN | NaN | 2017-01-06 17:33:29+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Ken. His cheeks are magic. 13/10 (IG: ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/817423860... | ... | Samoyed | 0.201358 | True | Eskimo_dog | 0.186789 | True | male | NaN | Samoyed | 0.201358 |
| 382 | 815966073409433600 | NaN | NaN | 2017-01-02 17:00:46+00:00 | <a href="http://twitter.com/download/iphone" r... | Here's a pupper with squeaky hiccups. Please e... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/815966073... | ... | Tibetan_terrier | 0.295690 | True | otterhound | 0.036251 | True | None | NaN | Tibetan mastiff | 0.506312 |
| 432 | 807106840509214720 | NaN | NaN | 2016-12-09 06:17:20+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Stephan. He just wants to help. 13/10 ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/807106840... | ... | Pomeranian | 0.120358 | True | toy_terrier | 0.077008 | True | male | NaN | Chihuahua | 0.505370 |
| 435 | 806629075125202948 | NaN | NaN | 2016-12-07 22:38:52+00:00 | <a href="http://twitter.com/download/iphone" r... | "Good afternoon class today we're going to lea... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/806629075... | ... | house_finch | 0.209852 | False | cocker_spaniel | 0.046403 | True | male | NaN | Cocker spaniel | 0.046403 |
| 463 | 801167903437357056 | NaN | NaN | 2016-11-22 20:58:07+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Milo. I would do terrible things for M... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/801167903... | ... | Dandie_Dinmont | 0.061604 | True | English_setter | 0.041331 | True | None | NaN | Cocker spaniel | 0.740220 |
| 470 | 800141422401830912 | NaN | NaN | 2016-11-20 00:59:15+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Peaches. She's the ultimate selfie sid... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/800141422... | ... | kuvasz | 0.025119 | True | Labrador_retriever | 0.022977 | True | female | NaN | Golden retriever | 0.938048 |
| 495 | 796149749086875649 | NaN | NaN | 2016-11-09 00:37:46+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Ruby. She just turned on the news. Off... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/796149749... | ... | Labrador_retriever | 0.140798 | True | seat_belt | 0.087355 | False | female | NaN | Golden retriever | 0.600276 |
| 501 | 795076730285391872 | NaN | NaN | 2016-11-06 01:33:58+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Bailey. She loves going down slides bu... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/795076730... | ... | harvester | 0.049995 | False | swing | 0.044660 | False | female | doggo | None | 0.000000 |
| 507 | 793962221541933056 | NaN | NaN | 2016-11-02 23:45:19+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Maximus. His face is stuck like that. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/793962221... | ... | golden_retriever | 0.044462 | True | Staffordshire_bullterrier | 0.016497 | True | male | NaN | Labrador retriever | 0.861651 |
| 512 | 793286476301799424 | NaN | NaN | 2016-11-01 03:00:09+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Moreton. He's the Good Boy Who Lived. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/793286476... | ... | borzoi | 0.142204 | True | doormat | 0.109677 | False | male | NaN | Afghan hound | 0.274637 |
| 529 | 791672322847637504 | NaN | NaN | 2016-10-27 16:06:04+00:00 | <a href="http://twitter.com/download/iphone" r... | When she says you're a good boy and you know y... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/791672322... | ... | Labrador_retriever | 0.219721 | True | kuvasz | 0.015965 | True | male | NaN | Golden retriever | 0.705092 |
| 534 | 790946055508652032 | NaN | NaN | 2016-10-25 16:00:09+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Betty. She's assisting with the dishes... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/790946055... | ... | golden_retriever | 0.245773 | True | chow | 0.039012 | True | female | NaN | Golden retriever | 0.245773 |
| 539 | 790277117346975746 | NaN | NaN | 2016-10-23 19:42:02+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Bruce. He never backs down from a chal... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/790277117... | ... | Great_Dane | 0.190503 | True | curly-coated_retriever | 0.146427 | True | male | NaN | Labrador retriever | 0.427742 |
| 540 | 789986466051088384 | NaN | NaN | 2016-10-23 00:27:05+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Happy. He's a bathtub reviewer. Seems ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/789986466... | ... | bathtub | 0.325106 | False | golden_retriever | 0.078530 | True | male | NaN | Golden retriever | 0.078530 |
| 543 | 789530877013393408 | NaN | NaN | 2016-10-21 18:16:44+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Rizzy. She smiles a lot. 12/10 contagi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/789530877... | ... | kelpie | 0.197021 | True | Norwegian_elkhound | 0.151024 | True | female | NaN | Schipperke | 0.363272 |
| 547 | 788765914992902144 | NaN | NaN | 2016-10-19 15:37:03+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Butter. She can have whatever she want... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/788765914... | ... | golden_retriever | 0.272734 | True | jigsaw_puzzle | 0.041476 | False | female | NaN | Cocker spaniel | 0.500509 |
| 570 | 784826020293709826 | NaN | NaN | 2016-10-08 18:41:19+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Rusty. He's going D1 for sure. Insane ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/784826020... | ... | binoculars | 0.083499 | False | Irish_setter | 0.077456 | True | male | NaN | Chow | 0.090341 |
| 579 | 783334639985389568 | NaN | NaN | 2016-10-04 15:55:06+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Dave. He's currently in a predicament.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/783334639... | ... | Shetland_sheepdog | 0.130611 | True | Pembroke | 0.100842 | True | male | NaN | Cardigan | 0.593858 |
| 581 | 782969140009107456 | NaN | NaN | 2016-10-03 15:42:44+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Cali. She arrived preassembled. Conven... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/782969140... | ... | golden_retriever | 0.171393 | True | Labrador_retriever | 0.110592 | True | female | pupper | Golden retriever | 0.171393 |
| 583 | 782722598790725632 | NaN | NaN | 2016-10-02 23:23:04+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Penny. She fought a bee and the bee wo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/782722598... | ... | golden_retriever | 0.339251 | True | seat_belt | 0.046108 | False | female | pupper | Irish setter | 0.574557 |
| 595 | 780601303617732608 | NaN | NaN | 2016-09-27 02:53:48+00:00 | <a href="http://twitter.com/download/iphone" r... | Meet Hercules. He can have whatever he wants f... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/780601303... | ... | Cardigan | 0.003044 | True | English_springer | 0.001050 | True | male | NaN | Saint bernard | 0.995143 |
| 601 | 779834332596887552 | NaN | NaN | 2016-09-25 00:06:08+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Scout. He really wants to kiss himself... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/779834332... | ... | cocker_spaniel | 0.003143 | True | Great_Pyrenees | 0.000917 | True | male | NaN | Golden retriever | 0.993830 |
| 604 | 779056095788752897 | NaN | NaN | 2016-09-22 20:33:42+00:00 | <a href="http://twitter.com/download/iphone" r... | Everybody drop what you're doing and look at t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/779056095... | ... | toy_terrier | 0.112943 | True | kelpie | 0.053364 | True | None | NaN | Chihuahua | 0.721188 |
| 616 | 777684233540206592 | NaN | NaN | 2016-09-19 01:42:24+00:00 | <a href="http://twitter.com/download/iphone" r... | "Yep... just as I suspected. You're not flossi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/777684233... | ... | golden_retriever | 0.162850 | True | otterhound | 0.110921 | True | None | doggo | Cocker spaniel | 0.253442 |
| 625 | 776113305656188928 | NaN | NaN | 2016-09-14 17:40:06+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Sampson. He's about to get hit with a ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/776113305... | ... | black_widow | 0.093940 | False | paddlewheel | 0.017492 | False | male | NaN | None | 0.000000 |
| 632 | 775085132600442880 | NaN | NaN | 2016-09-11 21:34:30+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Tucker. He would like a hug. 13/10 som... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/775085132... | ... | golden_retriever | 0.241929 | True | Pomeranian | 0.157524 | True | male | NaN | Chow | 0.316565 |
| 640 | 773547596996571136 | NaN | NaN | 2016-09-07 15:44:53+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Chelsea. She forgot how to dog. 11/10 ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/773547596... | ... | Chesapeake_Bay_retriever | 0.137187 | True | malamute | 0.071436 | True | female | NaN | Norwegian elkhound | 0.372202 |
| 653 | 771770456517009408 | NaN | NaN | 2016-09-02 18:03:10+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Davey. He'll have your daughter home b... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/771770456... | ... | collie | 0.192031 | True | Border_collie | 0.121626 | True | None | NaN | Papillon | 0.533180 |
| 667 | 769940425801170949 | NaN | NaN | 2016-08-28 16:51:16+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Klein. These pics were taken a month a... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/769940425... | ... | Chihuahua | 0.155413 | True | Staffordshire_bullterrier | 0.030943 | True | male | NaN | Miniature pinscher | 0.796313 |
| 692 | 765222098633691136 | NaN | NaN | 2016-08-15 16:22:20+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Gromit. He's pupset because there's no... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/765222098... | ... | whippet | 0.151047 | True | American_Staffordshire_terrier | 0.096435 | True | male | NaN | Dalmatian | 0.556595 |
| 695 | 763837565564780549 | NaN | NaN | 2016-08-11 20:40:41+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Alfie. He's touching a butt. Couldn't ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/763837565... | ... | jean | 0.069362 | False | keeshond | 0.050528 | True | male | NaN | Malamute | 0.375098 |
| 712 | 761004547850530816 | NaN | NaN | 2016-08-04 01:03:17+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Bo and Ty. Bo eats paper and Ty felt l... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/761004547... | ... | Sussex_spaniel | 0.064897 | True | Labrador_retriever | 0.047704 | True | None | NaN | Golden retriever | 0.735163 |
| 789 | 750429297815552001 | NaN | NaN | 2016-07-05 20:41:01+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Arnie. He's a Nova Scotian Fridge Floo... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/750429297... | ... | Labrador_retriever | 0.011584 | True | refrigerator | 0.007499 | False | male | pupper | Golden retriever | 0.964929 |
| 863 | 742423170473463808 | NaN | NaN | 2016-06-13 18:27:32+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Bell. She likes holding hands. 12/10 w... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/742423170... | ... | Brabancon_griffon | 0.001186 | True | French_bulldog | 0.000428 | True | female | NaN | Pug | 0.997310 |
| 871 | 741067306818797568 | NaN | NaN | 2016-06-10 00:39:48+00:00 | <a href="http://twitter.com/download/iphone" r... | This is just downright precious af. 12/10 for ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/741067306... | ... | Labrador_retriever | 0.052956 | True | kelpie | 0.035711 | True | None | NaN | Golden retriever | 0.843799 |
| 884 | 739544079319588864 | NaN | NaN | 2016-06-05 19:47:03+00:00 | <a href="http://twitter.com/download/iphone" r... | This... is a Tyrannosaurus rex. We only rate d... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/739544079... | ... | golden_retriever | 0.016641 | True | ice_bear | 0.014858 | False | None | NaN | Labrador retriever | 0.967397 |
| 917 | 733109485275860992 | NaN | NaN | 2016-05-19 01:38:16+00:00 | <a href="http://twitter.com/download/iphone" r... | Like father (doggo), like son (pupper). Both 1... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/733109485... | ... | Labrador_retriever | 0.042319 | True | doormat | 0.003956 | False | None | pupper | Golden retriever | 0.945523 |
| 922 | 732005617171337216 | NaN | NaN | 2016-05-16 00:31:53+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Larry. He has no self control. Tongue ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/732005617... | ... | Border_collie | 0.052724 | True | cocker_spaniel | 0.048572 | True | male | puppo | English setter | 0.677408 |
| 954 | 725842289046749185 | NaN | NaN | 2016-04-29 00:21:01+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Colby. He's currently regretting all t... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/725842289... | ... | miniature_poodle | 0.132640 | True | Chesapeake_Bay_retriever | 0.121523 | True | male | NaN | Toy poodle | 0.420463 |
| 1027 | 712809025985978368 | NaN | NaN | 2016-03-24 01:11:29+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Stubert. He just arrived. 10/10 https:... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/712809025... | ... | carton | 0.095095 | False | pug | 0.007651 | True | male | NaN | Labrador retriever | 0.868671 |
| 1039 | 711694788429553666 | NaN | NaN | 2016-03-20 23:23:54+00:00 | <a href="http://twitter.com/download/iphone" r... | Oh. My. God. 13/10 magical af https://t.co/Ezu... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/711694788... | ... | Indian_elephant | 0.172844 | False | water_buffalo | 0.038902 | False | None | doggo | None | 0.000000 |
| 1087 | 707610948723478529 | NaN | NaN | 2016-03-09 16:56:11+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Harper. She scraped her elbow attempti... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/707610948... | ... | cocker_spaniel | 0.165930 | True | Chesapeake_Bay_retriever | 0.118199 | True | female | NaN | Golden retriever | 0.383223 |
| 1142 | 703041949650034688 | NaN | NaN | 2016-02-26 02:20:37+00:00 | <a href="http://twitter.com/download/iphone" r... | This is an East African Chalupa Seal. We only ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/703041949... | ... | doormat | 0.152445 | False | sea_lion | 0.026364 | False | None | pupper | None | 0.000000 |
| 1157 | 701214700881756160 | NaN | NaN | 2016-02-21 01:19:47+00:00 | <a href="http://twitter.com/download/iphone" r... | I'm not sure what's happening here, but it's p... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/701214700... | ... | Pembroke | 0.159509 | True | basenji | 0.084466 | True | None | pupper | Chihuahua | 0.615163 |
| 1272 | 691416866452082688 | NaN | NaN | 2016-01-25 00:26:41+00:00 | <a href="http://twitter.com/download/iphone" r... | I present to you... Dog Jesus. 13/10 (he could... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/691416866... | ... | Irish_terrier | 0.197314 | True | Airedale | 0.082515 | True | None | NaN | Lakeland terrier | 0.530104 |
| 1359 | 685325112850124800 | NaN | NaN | 2016-01-08 05:00:14+00:00 | <a href="http://twitter.com/download/iphone" r... | "Tristan do not speak to me with that kind of ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/685325112... | ... | Labrador_retriever | 0.398260 | True | kuvasz | 0.005410 | True | None | NaN | Golden retriever | 0.586937 |
| 1470 | 679828447187857408 | NaN | NaN | 2015-12-24 00:58:27+00:00 | <a href="http://twitter.com/download/iphone" r... | Everybody look at this beautiful pupper 13/10 ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/679828447... | ... | dalmatian | 0.166246 | True | toy_terrier | 0.117502 | True | None | NaN | Chihuahua | 0.346545 |
| 1481 | 679158373988876288 | NaN | NaN | 2015-12-22 04:35:49+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Rubio. He has too much skin. 11/10 htt... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/679158373... | ... | bull_mastiff | 0.251530 | True | bath_towel | 0.116806 | False | male | NaN | Pug | 0.272205 |
| 1485 | 679062614270468097 | NaN | NaN | 2015-12-21 22:15:18+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Chompsky. He lives up to his name. 11/... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/679062614... | ... | schipperke | 0.045519 | True | German_shepherd | 0.023353 | True | male | NaN | Schipperke | 0.045519 |
| 1585 | 675501075957489664 | NaN | NaN | 2015-12-12 02:23:01+00:00 | <a href="http://twitter.com/download/iphone" r... | I shall call him squishy and he shall be mine,... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675501075... | ... | bakery | 0.027907 | False | French_loaf | 0.018189 | False | male | NaN | None | 0.000000 |
| 1592 | 675354435921575936 | NaN | NaN | 2015-12-11 16:40:19+00:00 | <a href="http://twitter.com" rel="nofollow">Tw... | Everyone needs to watch this. 13/10 https://t.... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/675354435... | ... | golden_retriever | 0.181351 | True | Brittany_spaniel | 0.162084 | True | None | NaN | Golden retriever | 0.181351 |
| 1640 | 674291837063053312 | NaN | NaN | 2015-12-08 18:17:56+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Kenny. He just wants to be included in... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/674291837... | ... | Pembroke | 0.368566 | True | Chihuahua | 0.003330 | True | male | pupper | Cardigan | 0.611525 |
| 1690 | 673320132811366400 | NaN | NaN | 2015-12-06 01:56:44+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Frankie. He's wearing blush. 11/10 rea... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/673320132... | ... | Pomeranian | 0.012763 | True | Eskimo_dog | 0.001853 | True | male | NaN | Samoyed | 0.978833 |
| 1745 | 671896809300709376 | NaN | NaN | 2015-12-02 03:40:57+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Lola. She fell asleep on a piece of pi... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/671896809... | ... | hamster | 0.227150 | False | Pomeranian | 0.056057 | True | female | NaN | Chow | 0.243529 |
| 1831 | 670444955656130560 | NaN | NaN | 2015-11-28 03:31:48+00:00 | <a href="http://twitter.com/download/iphone" r... | This is Paull. He just stubbed his toe. 10/10 ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670444955... | ... | Brittany_spaniel | 0.347609 | True | Welsh_springer_spaniel | 0.137186 | True | male | NaN | English springer | 0.403698 |
| 1848 | 670319130621435904 | NaN | NaN | 2015-11-27 19:11:49+00:00 | <a href="http://twitter.com/download/iphone" r... | AT DAWN...\nWE RIDE\n\n11/10 https://t.co/QnfO... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/670319130... | ... | briard | 0.227716 | True | soft-coated_wheaten_terrier | 0.223263 | True | None | NaN | Irish terrier | 0.254856 |
| 1987 | 667509364010450944 | NaN | NaN | 2015-11-20 01:06:48+00:00 | <a href="http://twitter.com" rel="nofollow">Tw... | This a Norwegian Pewterschmidt named Tickles. ... | NaN | NaN | NaN | https://twitter.com/dog_rates/status/667509364... | ... | Labrador_retriever | 0.119256 | True | golden_retriever | 0.082549 | True | None | NaN | Beagle | 0.636169 |
65 rows × 59 columns
In [66]:
#Drop duplicates and keep the first occurences of the urls
master_df_clean=master_df_clean.drop_duplicates(subset=['jpg_url'],keep='first')
Test
In [67]:
#Checking for duplicated rows
master_df_clean[master_df_clean['jpg_url'].duplicated()]
Out[67]:
| tweet_id | in_reply_to_status_id_x | in_reply_to_user_id_x | timestamp | source_x | text | retweeted_status_id | retweeted_status_user_id | retweeted_status_timestamp | expanded_urls | ... | second_prediction | second_prediction_confidence | is_second_prediction_dog | third_prediction | third_prediction_confidence | is_third_prediction_dog | gender | life_stage | prediction_breed | confidence |
|---|
0 rows × 59 columns
Define
- Convert NaN to None
Code
In [68]:
#Replace NaN to None
master_df_clean=master_df_clean.replace(np.nan,'None')
Test
In [69]:
master_df_clean.isnull().sum()
Out[69]:
tweet_id 0 in_reply_to_status_id_x 0 in_reply_to_user_id_x 0 timestamp 0 source_x 0 text 0 retweeted_status_id 0 retweeted_status_user_id 0 retweeted_status_timestamp 0 expanded_urls 0 rating_numerator 0 rating_denominator 0 name 0 created_at 0 id 0 id_str 0 full_text 0 truncated 0 display_text_range 0 entities 0 extended_entities 0 source_y 0 in_reply_to_status_id_y 0 in_reply_to_status_id_str 0 in_reply_to_user_id_y 0 in_reply_to_user_id_str 0 in_reply_to_screen_name 0 user 0 geo 0 coordinates 0 place 0 contributors 0 is_quote_status 0 retweet_count 0 favorite_count 0 favorited 0 retweeted 0 possibly_sensitive 0 possibly_sensitive_appealable 0 lang 0 retweeted_status 0 quoted_status_id 0 quoted_status_id_str 0 quoted_status 0 jpg_url 0 img_num 0 first_prediction 0 first_prediction_confidence 0 is_first_prediction_dog 0 second_prediction 0 second_prediction_confidence 0 is_second_prediction_dog 0 third_prediction 0 third_prediction_confidence 0 is_third_prediction_dog 0 gender 0 life_stage 0 prediction_breed 0 confidence 0 dtype: int64
Define
- Remove unnecessary columns
Test
In [70]:
master_df_clean.columns
Out[70]:
Index(['tweet_id', 'in_reply_to_status_id_x', 'in_reply_to_user_id_x',
'timestamp', 'source_x', 'text', 'retweeted_status_id',
'retweeted_status_user_id', 'retweeted_status_timestamp',
'expanded_urls', 'rating_numerator', 'rating_denominator', 'name',
'created_at', 'id', 'id_str', 'full_text', 'truncated',
'display_text_range', 'entities', 'extended_entities', 'source_y',
'in_reply_to_status_id_y', 'in_reply_to_status_id_str',
'in_reply_to_user_id_y', 'in_reply_to_user_id_str',
'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place',
'contributors', 'is_quote_status', 'retweet_count', 'favorite_count',
'favorited', 'retweeted', 'possibly_sensitive',
'possibly_sensitive_appealable', 'lang', 'retweeted_status',
'quoted_status_id', 'quoted_status_id_str', 'quoted_status', 'jpg_url',
'img_num', 'first_prediction', 'first_prediction_confidence',
'is_first_prediction_dog', 'second_prediction',
'second_prediction_confidence', 'is_second_prediction_dog',
'third_prediction', 'third_prediction_confidence',
'is_third_prediction_dog', 'gender', 'life_stage', 'prediction_breed',
'confidence'],
dtype='object')
In [71]:
master_df_clean.drop(columns=['in_reply_to_status_id_x', 'in_reply_to_user_id_x','id', 'id_str', 'full_text', 'truncated',
'display_text_range', 'entities', 'extended_entities', 'source_y','source_x',
'in_reply_to_status_id_y', 'in_reply_to_status_id_str',
'in_reply_to_user_id_y', 'in_reply_to_user_id_str',
'in_reply_to_screen_name', 'first_prediction', 'first_prediction_confidence',
'is_first_prediction_dog', 'second_prediction',
'second_prediction_confidence', 'is_second_prediction_dog',
'third_prediction', 'third_prediction_confidence',
'is_third_prediction_dog','retweeted_status_id',
'retweeted_status_user_id','retweeted_status_timestamp', 'expanded_urls','user', 'geo',
'coordinates','contributors', 'is_quote_status', 'possibly_sensitive', 'possibly_sensitive_appealable', 'lang', 'possibly_sensitive_appealable', 'lang',
'retweeted_status', 'quoted_status_id', 'quoted_status_id_str',
'quoted_status','place'],inplace=True)
Test
In [72]:
master_df_clean.dtypes
Out[72]:
tweet_id object timestamp datetime64[ns, UTC] text object rating_numerator int64 rating_denominator int64 name object created_at datetime64[ns, UTC] retweet_count int64 favorite_count int64 favorited bool retweeted bool jpg_url object img_num int64 gender object life_stage object prediction_breed object confidence float64 dtype: object
Step 4: Storing Data¶
In [73]:
#Storing the clean dataset as a csv
master_df_clean.to_csv('twitter_archive_master.csv',index=False)
In [74]:
twitter_archive_master=pd.read_csv('/content/twitter_archive_master.csv')
twitter_archive_master.head()
Out[74]:
| tweet_id | timestamp | text | rating_numerator | rating_denominator | name | created_at | retweet_count | favorite_count | favorited | retweeted | jpg_url | img_num | gender | life_stage | prediction_breed | confidence | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 892420643555336193 | 2017-08-01 16:23:56+00:00 | This is Phineas. He's a mystical boy. Only eve... | 13 | 10 | Phineas | 2017-08-01 16:23:56+00:00 | 8853 | 39467 | False | False | https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg | 1 | male | None | None | 0.000000 |
| 1 | 892177421306343426 | 2017-08-01 00:17:27+00:00 | This is Tilly. She's just checking pup on you.... | 13 | 10 | Tilly | 2017-08-01 00:17:27+00:00 | 6514 | 33819 | False | False | https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg | 1 | female | None | Chihuahua | 0.323581 |
| 2 | 891815181378084864 | 2017-07-31 00:18:03+00:00 | This is Archie. He is a rare Norwegian Pouncin... | 12 | 10 | Archie | 2017-07-31 00:18:03+00:00 | 4328 | 25461 | False | False | https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg | 1 | male | None | Chihuahua | 0.716012 |
| 3 | 891689557279858688 | 2017-07-30 15:58:51+00:00 | This is Darla. She commenced a snooze mid meal... | 13 | 10 | Darla | 2017-07-30 15:58:51+00:00 | 8964 | 42908 | False | False | https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg | 1 | female | None | Labrador retriever | 0.168086 |
| 4 | 891327558926688256 | 2017-07-29 16:00:24+00:00 | This is Franklin. He would like you to stop ca... | 12 | 10 | Franklin | 2017-07-29 16:00:24+00:00 | 9774 | 41048 | False | False | https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg | 2 | male | None | Basset | 0.555712 |
In [75]:
twitter_archive_master.dtypes
Out[75]:
tweet_id int64 timestamp object text object rating_numerator int64 rating_denominator int64 name object created_at object retweet_count int64 favorite_count int64 favorited bool retweeted bool jpg_url object img_num int64 gender object life_stage object prediction_breed object confidence float64 dtype: object
Step 5: Analyzing and Visualizing Data¶
In [76]:
#Importing relevant libraries
import matplotlib.pyplot as plt
import seaborn as sns
Which is the most common dog name
In [77]:
# Histogram to visualize dog breeeds
twitter_archive_master_new=twitter_archive_master[twitter_archive_master['name']!='None']
twitter_archive_master_new.name.value_counts().sort_values(ascending=False)[:15].plot(kind='barh',title='Most Common dog names')
plt.xlabel('Dog name')
plt.ylabel('Count');
The most common dog name is Charlie
What is the distribution of dog genders
In [78]:
twitter_archive_master.gender.value_counts().plot(kind='pie',autopct='%1.1f%%',shadow=True,explode=(0.1,0,0))
plt.title('Dog gender distribution');
Male dogs are the most popular genders contributing to 70% of known genders
Which is the most popular predicted dog breed in terms of retweets and favorites count
In [79]:
twitter_archive_master.groupby('prediction_breed')
# Retweet count
highest_retweet_count = (twitter_archive_master.groupby(['prediction_breed']).max()['retweet_count'])
highest_retweet_count.sort_values(ascending = False).head(10)
Out[79]:
prediction_breed Labrador retriever 79515 Chihuahua 56625 Eskimo dog 52360 Lakeland terrier 48265 English springer 45849 Standard poodle 42228 Cocker spaniel 37911 None 33421 French bulldog 32883 Whippet 31989 Name: retweet_count, dtype: int64
In [80]:
# Favorites count
highest_favorites_count = (twitter_archive_master.groupby(['prediction_breed']).max()['favorite_count'])
highest_favorites_count.sort_values(ascending = False).head(10)
Out[80]:
prediction_breed Lakeland terrier 132810 Labrador retriever 131075 English springer 107956 French bulldog 106827 Golden retriever 85011 Malamute 75193 Eskimo dog 75163 Chesapeake bay retriever 71144 Pembroke 69871 Italian greyhound 68152 Name: favorite_count, dtype: int64
The most retweeted dog breed is Chihuahua followed by English springer .
It's interesting the same is not for favorites count with English springer leading in the favorites and Chihuahua nowhere near the top ten
Which is the most and least retweeted photo
In [81]:
!pip install pillow
from PIL import Image
import requests
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/ Requirement already satisfied: pillow in /usr/local/lib/python3.7/dist-packages (7.1.2)
In [82]:
#Most reweeted photo
twitter_archive_master[twitter_archive_master.retweet_count==twitter_archive_master.retweet_count.max()]
Out[82]:
| tweet_id | timestamp | text | rating_numerator | rating_denominator | name | created_at | retweet_count | favorite_count | favorited | retweeted | jpg_url | img_num | gender | life_stage | prediction_breed | confidence | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 810 | 744234799360020481 | 2016-06-18 18:26:18+00:00 | Here's a doggo realizing you can stand in a po... | 13 | 10 | None | 2016-06-18 18:26:18+00:00 | 79515 | 131075 | False | False | https://pbs.twimg.com/ext_tw_video_thumb/74423... | 1 | None | None | Labrador retriever | 0.825333 |
In [83]:
most_retweeted=Image.open(requests.get('https://pbs.twimg.com/ext_tw_video_thumb/807106774843039744/pu/img/8XZg1xW35Xp2J6JW.jpg',stream=True).raw)
most_retweeted
Out[83]:
In [84]:
#Least reweeted photo
twitter_archive_master[twitter_archive_master.retweet_count==twitter_archive_master.retweet_count.min()]
Out[84]:
| tweet_id | timestamp | text | rating_numerator | rating_denominator | name | created_at | retweet_count | favorite_count | favorited | retweeted | jpg_url | img_num | gender | life_stage | prediction_breed | confidence | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1991 | 666102155909144576 | 2015-11-16 03:55:04+00:00 | Oh my. Here you are seeing an Adobe Setter giv... | 11 | 10 | None | 2015-11-16 03:55:04+00:00 | 16 | 81 | False | False | https://pbs.twimg.com/media/CT54YGiWUAEZnoK.jpg | 1 | None | None | English setter | 0.298617 |
In [85]:
least_retweeted=Image.open(requests.get('https://pbs.twimg.com/media/CT-yU5QWwAEjLX5.jpg',stream=True).raw)
least_retweeted
Out[85]:
Which is the most and least liked photo
In [86]:
#Most liked
twitter_archive_master[twitter_archive_master.favorite_count==twitter_archive_master.favorite_count.max()]
Out[86]:
| tweet_id | timestamp | text | rating_numerator | rating_denominator | name | created_at | retweet_count | favorite_count | favorited | retweeted | jpg_url | img_num | gender | life_stage | prediction_breed | confidence | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 325 | 822872901745569793 | 2017-01-21 18:26:02+00:00 | Here's a super supportive puppo participating ... | 13 | 10 | None | 2017-01-21 18:26:02+00:00 | 48265 | 132810 | False | False | https://pbs.twimg.com/media/C2tugXLXgAArJO4.jpg | 1 | None | None | Lakeland terrier | 0.196015 |
In [87]:
most_liked=Image.open(requests.get('https://pbs.twimg.com/ext_tw_video_thumb/879415784908390401/pu/img/cX7XI1TnUsseGET5.jpg',stream=True).raw)
most_liked
Out[87]:
In [88]:
#Least liked
twitter_archive_master[twitter_archive_master.favorite_count==twitter_archive_master.favorite_count.min()]
Out[88]:
| tweet_id | timestamp | text | rating_numerator | rating_denominator | name | created_at | retweet_count | favorite_count | favorited | retweeted | jpg_url | img_num | gender | life_stage | prediction_breed | confidence | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32 | 885311592912609280 | 2017-07-13 01:35:06+00:00 | RT @dog_rates: This is Lilly. She just paralle... | 13 | 10 | Lilly | 2017-07-13 01:35:06+00:00 | 19297 | 0 | False | False | https://pbs.twimg.com/media/C4bTH6nWMAAX_bJ.jpg | 1 | female | None | Labrador retriever | 0.908703 |
| 67 | 877611172832227328 | 2017-06-21 19:36:23+00:00 | RT @rachel2195: @dog_rates the boyfriend and h... | 14 | 10 | None | 2017-06-21 19:36:23+00:00 | 83 | 0 | False | False | https://pbs.twimg.com/media/DCszHgmW0AAmIpT.jpg | 1 | male | None | Irish setter | 0.364729 |
| 81 | 873697596434513921 | 2017-06-11 00:25:14+00:00 | RT @dog_rates: This is Walter. He won't start ... | 14 | 10 | Walter | 2017-06-11 00:25:14+00:00 | 12518 | 0 | False | False | https://pbs.twimg.com/media/DA7iHL5U0AA1OQo.jpg | 1 | male | None | French bulldog | 0.099984 |
| 108 | 867072653475098625 | 2017-05-23 17:40:04+00:00 | RT @rachaeleasler: these @dog_rates hats are 1... | 13 | 10 | None | 2017-05-23 17:40:04+00:00 | 135 | 0 | False | False | https://pbs.twimg.com/media/DAElHfmUMAEH9lB.jpg | 1 | None | None | Blenheim spaniel | 0.352946 |
| 128 | 861769973181624320 | 2017-05-09 02:29:07+00:00 | RT @dog_rates: "Good afternoon class today we'... | 13 | 10 | None | 2017-05-09 02:29:07+00:00 | 37911 | 0 | False | False | https://pbs.twimg.com/media/CzG425nWgAAnP7P.jpg | 2 | male | puppo | Cocker spaniel | 0.046403 |
| 132 | 860924035999428608 | 2017-05-06 18:27:40+00:00 | RT @tallylott: h*ckin adorable promposal. 13/1... | 13 | 10 | None | 2017-05-06 18:27:40+00:00 | 882 | 0 | False | False | https://pbs.twimg.com/media/C_KVJjDXsAEUCWn.jpg | 2 | None | None | None | 0.000000 |
| 169 | 851953902622658560 | 2017-04-12 00:23:33+00:00 | RT @dog_rates: This is Astrid. She's a guide d... | 13 | 10 | Astrid | 2017-04-12 00:23:33+00:00 | 10706 | 0 | False | False | https://pbs.twimg.com/media/C4KHj-nWQAA3poV.jpg | 1 | female | None | Staffordshire bullterrier | 0.757547 |
| 170 | 851861385021730816 | 2017-04-11 18:15:55+00:00 | RT @eddie_coe98: Thanks @dog_rates completed m... | 10 | 10 | None | 2017-04-11 18:15:55+00:00 | 23 | 0 | False | False | https://pbs.twimg.com/media/C8W6sY_W0AEmttW.jpg | 1 | None | None | None | 0.000000 |
| 185 | 847971574464610304 | 2017-04-01 00:39:12+00:00 | RT @basic_vacek_: I love my new mug easy 13/10... | 13 | 10 | None | 2017-04-01 00:39:12+00:00 | 482 | 0 | False | False | https://pbs.twimg.com/media/C8SZH1EWAAAIRRF.jpg | 1 | None | None | None | 0.000000 |
| 208 | 842892208864923648 | 2017-03-18 00:15:37+00:00 | RT @dog_rates: This is Stephan. He just wants ... | 13 | 10 | Stephan | 2017-03-18 00:15:37+00:00 | 56625 | 0 | False | False | https://pbs.twimg.com/ext_tw_video_thumb/80710... | 1 | male | None | Chihuahua | 0.505370 |
| 214 | 841833993020538882 | 2017-03-15 02:10:39+00:00 | RT @dog_rates: This is Ken. His cheeks are mag... | 13 | 10 | Ken | 2017-03-15 02:10:39+00:00 | 17504 | 0 | False | False | https://pbs.twimg.com/ext_tw_video_thumb/81742... | 1 | male | None | Samoyed | 0.201358 |
| 225 | 839290600511926273 | 2017-03-08 01:44:07+00:00 | RT @alexmartindawg: THE DRINK IS DR. PUPPER 10... | 10 | 10 | None | 2017-03-08 01:44:07+00:00 | 158 | 0 | False | False | https://pbs.twimg.com/media/C6XBt9XXEAEEW9U.jpg | 1 | None | None | None | 0.000000 |
| 228 | 838916489579200512 | 2017-03-07 00:57:32+00:00 | RT @KibaDva: I collected all the good dogs!! 1... | 15 | 10 | None | 2017-03-07 00:57:32+00:00 | 38 | 0 | False | False | https://pbs.twimg.com/media/C6RkiQZUsAAM4R4.jpg | 2 | None | None | None | 0.000000 |
| 237 | 837012587749474308 | 2017-03-01 18:52:06+00:00 | RT @KennyFromDaBlok: 14/10 h*ckin good hats. w... | 14 | 10 | None | 2017-03-01 18:52:06+00:00 | 88 | 0 | False | False | https://pbs.twimg.com/media/C52pYJXWgAA2BEf.jpg | 1 | None | None | None | 0.000000 |
| 262 | 832769181346996225 | 2017-02-18 01:50:19+00:00 | RT @EmilieGambril: 12/10 h*cking excited about... | 12 | 10 | None | 2017-02-18 01:50:19+00:00 | 43 | 0 | False | False | https://pbs.twimg.com/media/C46UmzSVMAAqBug.jpg | 1 | None | None | None | 0.000000 |
| 268 | 832215726631055365 | 2017-02-16 13:11:05+00:00 | RT @dog_rates: This is Moreton. He's the Good ... | 13 | 10 | Moreton | 2017-02-16 13:11:05+00:00 | 10723 | 0 | False | False | https://pbs.twimg.com/media/CwJR1okWIAA6XMp.jpg | 1 | male | None | Afghan hound | 0.274637 |
| 269 | 832040443403784192 | 2017-02-16 01:34:34+00:00 | RT @dog_rates: This is Klein. These pics were ... | 12 | 10 | Klein | 2017-02-16 01:34:34+00:00 | 11131 | 0 | False | False | https://pbs.twimg.com/media/Cq9guJ5WgAADfpF.jpg | 1 | male | None | Miniature pinscher | 0.796313 |
| 282 | 829878982036299777 | 2017-02-10 02:25:42+00:00 | RT @dog_rates: This is Loki. He smiles like El... | 12 | 10 | Loki | 2017-02-10 02:25:42+00:00 | 5757 | 0 | False | False | https://pbs.twimg.com/media/C3nygbBWQAAjwcW.jpg | 1 | male | None | Golden retriever | 0.617389 |
| 314 | 824796380199809024 | 2017-01-27 01:49:15+00:00 | RT @dog_rates: This is Bailey. She loves going... | 11 | 10 | Bailey | 2017-01-27 01:49:15+00:00 | 6288 | 0 | False | False | https://pbs.twimg.com/media/CwiuEJmW8AAZnit.jpg | 2 | female | doggo | None | 0.000000 |
| 323 | 823269594223824897 | 2017-01-22 20:42:21+00:00 | RT @dog_rates: We only rate dogs. Please don't... | 11 | 10 | None | 2017-01-22 20:42:21+00:00 | 11421 | 0 | False | False | https://pbs.twimg.com/media/C2kzTGxWEAEOpPL.jpg | 1 | None | None | Samoyed | 0.585441 |
| 327 | 822647212903690241 | 2017-01-21 03:29:14+00:00 | RT @dog_rates: This is Paisley. She really wan... | 13 | 10 | Paisley | 2017-01-21 03:29:14+00:00 | 7390 | 0 | False | False | https://pbs.twimg.com/media/C2oRbOuWEAAbVSl.jpg | 1 | female | doggo | Samoyed | 0.416769 |
| 331 | 821813639212650496 | 2017-01-18 20:16:54+00:00 | RT @dog_rates: Meet Hercules. He can have what... | 12 | 10 | Hercules | 2017-01-18 20:16:54+00:00 | 3839 | 0 | False | False | https://pbs.twimg.com/media/CtVAvX-WIAAcGTf.jpg | 1 | male | None | Saint bernard | 0.995143 |
| 340 | 820446719150292993 | 2017-01-15 01:45:15+00:00 | RT @dog_rates: This is Peaches. She's the ulti... | 13 | 10 | Peaches | 2017-01-15 01:45:15+00:00 | 2980 | 0 | False | False | https://pbs.twimg.com/media/CxqsX-8XUAAEvjD.jpg | 3 | female | None | Golden retriever | 0.938048 |
| 349 | 819015337530290176 | 2017-01-11 02:57:27+00:00 | RT @dog_rates: This is Bo. He was a very good ... | 14 | 10 | Bo | 2017-01-11 02:57:27+00:00 | 42228 | 0 | False | False | https://pbs.twimg.com/media/C12whDoVEAALRxa.jpg | 1 | male | None | Standard poodle | 0.351308 |
| 350 | 819015331746349057 | 2017-01-11 02:57:26+00:00 | RT @dog_rates: This is Sunny. She was also a v... | 14 | 10 | Sunny | 2017-01-11 02:57:26+00:00 | 21794 | 0 | False | False | https://pbs.twimg.com/media/C12x-JTVIAAzdfl.jpg | 4 | female | None | None | 0.000000 |
| 353 | 818588835076603904 | 2017-01-09 22:42:41+00:00 | RT @dog_rates: This is Chelsea. She forgot how... | 11 | 10 | Chelsea | 2017-01-09 22:42:41+00:00 | 7126 | 0 | False | False | https://pbs.twimg.com/media/Crwxb5yWgAAX5P_.jpg | 1 | female | None | Norwegian elkhound | 0.372202 |
| 361 | 817181837579653120 | 2017-01-06 01:31:47+00:00 | RT @dog_rates: Here's a pupper with squeaky hi... | 13 | 10 | None | 2017-01-06 01:31:47+00:00 | 9907 | 0 | False | False | https://pbs.twimg.com/ext_tw_video_thumb/81596... | 1 | None | None | Tibetan mastiff | 0.506312 |
| 365 | 816829038950027264 | 2017-01-05 02:09:53+00:00 | RT @dog_rates: This is Betty. She's assisting ... | 12 | 10 | Betty | 2017-01-05 02:09:53+00:00 | 5496 | 0 | False | False | https://pbs.twimg.com/media/CvoBPWRWgAA4het.jpg | 1 | female | None | Golden retriever | 0.245773 |
| 371 | 816014286006976512 | 2017-01-02 20:12:21+00:00 | RT @dog_rates: This is Larry. He has no self c... | 11 | 10 | Larry | 2017-01-02 20:12:21+00:00 | 6154 | 0 | False | False | https://pbs.twimg.com/media/CiibOMzUYAA9Mxz.jpg | 1 | male | None | English setter | 0.677408 |
| 380 | 813944609378369540 | 2016-12-28 03:08:11+00:00 | RT @dog_rates: This is Bruce. He never backs d... | 11 | 10 | Bruce | 2016-12-28 03:08:11+00:00 | 3732 | 0 | False | False | https://pbs.twimg.com/media/Cveg1-NXgAASaaT.jpg | 1 | male | None | Labrador retriever | 0.427742 |
| 411 | 809808892968534016 | 2016-12-16 17:14:20+00:00 | RT @dog_rates: This is Maximus. His face is st... | 12 | 10 | Maximus | 2016-12-16 17:14:20+00:00 | 5711 | 0 | False | False | https://pbs.twimg.com/media/CwS4aqZXUAAe3IO.jpg | 1 | male | None | Labrador retriever | 0.861651 |
| 418 | 808134635716833280 | 2016-12-12 02:21:26+00:00 | RT @dog_rates: This is Milo. I would do terrib... | 13 | 10 | Milo | 2016-12-12 02:21:26+00:00 | 6961 | 0 | False | False | https://pbs.twimg.com/media/Cx5R8wPVEAALa9r.jpg | 1 | None | None | Cocker spaniel | 0.740220 |
| 422 | 807059379405148160 | 2016-12-09 03:08:45+00:00 | RT @dog_rates: This is Cali. She arrived preas... | 12 | 10 | Cali | 2016-12-09 03:08:45+00:00 | 8521 | 0 | False | False | https://pbs.twimg.com/media/Ct2qO5PXEAE6eB0.jpg | 1 | female | None | Golden retriever | 0.171393 |
| 425 | 806242860592926720 | 2016-12-06 21:04:11+00:00 | RT @dog_rates: This is Dave. He's currently in... | 12 | 10 | Dave | 2016-12-06 21:04:11+00:00 | 13616 | 0 | False | False | https://pbs.twimg.com/media/Ct72q9jWcAAhlnw.jpg | 2 | male | None | Cardigan | 0.593858 |
| 427 | 805958939288408065 | 2016-12-06 02:15:59+00:00 | RT @dog_rates: This is Penny. She fought a bee... | 10 | 10 | Penny | 2016-12-06 02:15:59+00:00 | 6238 | 0 | False | False | https://pbs.twimg.com/media/CtzKC7zXEAALfSo.jpg | 1 | female | puppo | Irish setter | 0.574557 |
| 434 | 804413760345620481 | 2016-12-01 19:56:00+00:00 | RT @dog_rates: This is Rusty. He's going D1 fo... | 13 | 10 | Rusty | 2016-12-01 19:56:00+00:00 | 3712 | 0 | False | False | https://pbs.twimg.com/media/CuRDF-XWcAIZSer.jpg | 1 | male | doggo | Chow | 0.090341 |
| 437 | 803692223237865472 | 2016-11-29 20:08:52+00:00 | RT @dog_rates: I present to you... Dog Jesus. ... | 13 | 10 | None | 2016-11-29 20:08:52+00:00 | 8689 | 0 | False | False | https://pbs.twimg.com/media/CZhn-QAWwAASQan.jpg | 1 | None | doggo | Lakeland terrier | 0.530104 |
| 442 | 802624713319034886 | 2016-11-26 21:26:58+00:00 | RT @dog_rates: "Yep... just as I suspected. Yo... | 12 | 10 | None | 2016-11-26 21:26:58+00:00 | 3403 | 0 | False | False | https://pbs.twimg.com/media/CsrjryzWgAAZY00.jpg | 1 | None | None | Cocker spaniel | 0.253442 |
| 446 | 802247111496568832 | 2016-11-25 20:26:31+00:00 | RT @dog_rates: Everybody drop what you're doin... | 13 | 10 | None | 2016-11-25 20:26:31+00:00 | 5247 | 0 | False | False | https://pbs.twimg.com/media/Cs_DYr1XEAA54Pu.jpg | 1 | None | None | Chihuahua | 0.721188 |
| 455 | 800443802682937345 | 2016-11-20 21:00:48+00:00 | RT @dog_rates: This is Sampson. He's about to ... | 11 | 10 | Sampson | 2016-11-20 21:00:48+00:00 | 5068 | 0 | False | False | https://pbs.twimg.com/media/CsVO7ljW8AAckRD.jpg | 1 | male | None | None | 0.000000 |
| 458 | 799774291445383169 | 2016-11-19 00:40:24+00:00 | RT @dog_rates: This is Tucker. He would like a... | 13 | 10 | Tucker | 2016-11-19 00:40:24+00:00 | 5488 | 0 | False | False | https://pbs.twimg.com/media/CsGnz64WYAEIDHJ.jpg | 1 | male | None | Chow | 0.316565 |
| 465 | 798697898615730177 | 2016-11-16 01:23:12+00:00 | RT @dog_rates: This is Stubert. He just arrive... | 10 | 10 | Stubert | 2016-11-16 01:23:12+00:00 | 7602 | 0 | False | False | https://pbs.twimg.com/media/CeRoBaxWEAABi0X.jpg | 1 | male | None | Labrador retriever | 0.868671 |
| 466 | 798694562394996736 | 2016-11-16 01:09:57+00:00 | RT @dog_rates: I'm not sure what's happening h... | 12 | 10 | None | 2016-11-16 01:09:57+00:00 | 5812 | 0 | False | False | https://pbs.twimg.com/media/Cbs3DOAXIAAp3Bd.jpg | 1 | None | None | Chihuahua | 0.615163 |
| 467 | 798673117451325440 | 2016-11-15 23:44:44+00:00 | RT @dog_rates: I shall call him squishy and he... | 13 | 10 | None | 2016-11-15 23:44:44+00:00 | 6485 | 0 | False | False | https://pbs.twimg.com/media/CV_cnjHWUAADc-c.jpg | 1 | male | None | None | 0.000000 |
| 468 | 798665375516884993 | 2016-11-15 23:13:58+00:00 | RT @dog_rates: This is Lola. She fell asleep o... | 10 | 10 | Lola | 2016-11-15 23:13:58+00:00 | 4519 | 0 | False | False | https://pbs.twimg.com/media/CVMOlMiWwAA4Yxl.jpg | 1 | female | None | Chow | 0.243529 |
| 469 | 798644042770751489 | 2016-11-15 21:49:12+00:00 | RT @dog_rates: This is Paull. He just stubbed ... | 10 | 10 | Paull | 2016-11-15 21:49:12+00:00 | 2153 | 0 | False | False | https://pbs.twimg.com/media/CU3mITUWIAAfyQS.jpg | 1 | male | pupper | English springer | 0.403698 |
| 470 | 798628517273620480 | 2016-11-15 20:47:30+00:00 | RT @dog_rates: This a Norwegian Pewterschmidt ... | 12 | 10 | None | 2016-11-15 20:47:30+00:00 | 2272 | 0 | False | False | https://pbs.twimg.com/media/CUN4Or5UAAAa5K4.jpg | 1 | None | None | Beagle | 0.636169 |
| 471 | 798340744599797760 | 2016-11-15 01:44:00+00:00 | RT @dog_rates: This is Davey. He'll have your ... | 11 | 10 | Davey | 2016-11-15 01:44:00+00:00 | 3924 | 0 | False | False | https://pbs.twimg.com/media/CrXhIqBW8AA6Bse.jpg | 1 | None | None | Papillon | 0.533180 |
| 480 | 796177847564038144 | 2016-11-09 02:29:25+00:00 | RT @dog_rates: This is Ruby. She just turned o... | 11 | 10 | Ruby | 2016-11-09 02:29:25+00:00 | 16628 | 0 | False | False | https://pbs.twimg.com/media/Cwx99rpW8AMk_Ie.jpg | 1 | female | None | Golden retriever | 0.600276 |
| 486 | 794983741416415232 | 2016-11-05 19:24:28+00:00 | RT @dog_rates: This is Rizzy. She smiles a lot... | 12 | 10 | Rizzy | 2016-11-05 19:24:28+00:00 | 3942 | 0 | False | False | https://pbs.twimg.com/media/CvT6IV6WEAQhhV5.jpg | 3 | female | None | Schipperke | 0.363272 |
| 488 | 794355576146903043 | 2016-11-04 01:48:22+00:00 | RT @dog_rates: This is Butter. She can have wh... | 12 | 10 | Butter | 2016-11-04 01:48:22+00:00 | 12014 | 0 | False | False | https://pbs.twimg.com/media/CvJCabcWgAIoUxW.jpg | 1 | female | None | Cocker spaniel | 0.500509 |
| 492 | 793614319594401792 | 2016-11-02 00:42:53+00:00 | RT @dog_rates: When she says you're a good boy... | 13 | 10 | None | 2016-11-02 00:42:53+00:00 | 3661 | 0 | False | False | https://pbs.twimg.com/media/CvyVxQRWEAAdSZS.jpg | 1 | male | None | Golden retriever | 0.705092 |
| 513 | 791026214425268224 | 2016-10-25 21:18:40+00:00 | RT @dog_rates: This is Alfie. He's touching a ... | 11 | 10 | Alfie | 2016-10-25 21:18:40+00:00 | 4858 | 0 | False | False | https://pbs.twimg.com/media/CpmyNumW8AAAJGj.jpg | 1 | male | None | Malamute | 0.375098 |
| 515 | 790723298204217344 | 2016-10-25 01:14:59+00:00 | RT @dog_rates: This is Happy. He's a bathtub r... | 12 | 10 | Happy | 2016-10-25 01:14:59+00:00 | 2704 | 0 | False | False | https://pbs.twimg.com/media/CvaYgDOWgAEfjls.jpg | 1 | male | None | Golden retriever | 0.078530 |
| 527 | 788070120937619456 | 2016-10-17 17:32:13+00:00 | RT @dog_rates: This is Bo and Ty. Bo eats pape... | 11 | 10 | Bo | 2016-10-17 17:32:13+00:00 | 3952 | 0 | False | False | https://pbs.twimg.com/media/Co-hmcYXYAASkiG.jpg | 1 | None | None | Golden retriever | 0.735163 |
| 539 | 786036967502913536 | 2016-10-12 02:53:11+00:00 | RT @dog_rates: This is Scout. He really wants ... | 11 | 10 | Scout | 2016-10-12 02:53:11+00:00 | 8237 | 0 | False | False | https://pbs.twimg.com/media/CtKHLuCWYAA2TTs.jpg | 1 | male | None | Golden retriever | 0.993830 |
| 553 | 783347506784731136 | 2016-10-04 16:46:14+00:00 | RT @dog_rates: This is Kenny. He just wants to... | 11 | 10 | Kenny | 2016-10-04 16:46:14+00:00 | 6533 | 0 | False | False | https://pbs.twimg.com/media/CVuQ2LeUsAAIe3s.jpg | 1 | male | None | Cardigan | 0.611525 |
| 558 | 782021823840026624 | 2016-10-01 00:58:26+00:00 | RT @dog_rates: This is Harper. She scraped her... | 12 | 10 | Harper | 2016-10-01 00:58:26+00:00 | 7236 | 0 | False | False | https://pbs.twimg.com/media/CdHwZd0VIAA4792.jpg | 1 | female | None | Golden retriever | 0.383223 |
| 568 | 780496263422808064 | 2016-09-26 19:56:24+00:00 | RT @dog_rates: This is Bell. She likes holding... | 12 | 10 | Bell | 2016-09-26 19:56:24+00:00 | 4319 | 0 | False | False | https://pbs.twimg.com/media/Ck2d7tJWUAEPTL3.jpg | 1 | female | None | Pug | 0.997310 |
| 569 | 780476555013349377 | 2016-09-26 18:38:05+00:00 | RT @Patreon: Well. @dog_rates is on Patreon. \... | 12 | 10 | None | 2016-09-26 18:38:05+00:00 | 136 | 0 | False | False | https://pbs.twimg.com/tweet_video_thumb/CtTFZZ... | 1 | None | None | Pug | 0.919255 |
| 579 | 778396591732486144 | 2016-09-21 00:53:04+00:00 | RT @dog_rates: This is an East African Chalupa... | 10 | 10 | None | 2016-09-21 00:53:04+00:00 | 14198 | 0 | False | False | https://pbs.twimg.com/media/CcG07BYW0AErrC9.jpg | 1 | None | None | None | 0.000000 |
| 585 | 777641927919427584 | 2016-09-18 22:54:18+00:00 | RT @dog_rates: This is Arnie. He's a Nova Scot... | 12 | 10 | Arnie | 2016-09-18 22:54:18+00:00 | 4947 | 0 | False | False | https://pbs.twimg.com/media/CmoPdmHW8AAi8BI.jpg | 1 | male | None | Golden retriever | 0.964929 |
| 588 | 776819012571455488 | 2016-09-16 16:24:19+00:00 | RT @dog_rates: Everybody look at this beautifu... | 13 | 10 | None | 2016-09-16 16:24:19+00:00 | 15839 | 0 | False | False | https://pbs.twimg.com/media/CW88XN4WsAAlo8r.jpg | 3 | None | None | Chihuahua | 0.346545 |
| 594 | 775898661951791106 | 2016-09-14 03:27:11+00:00 | RT @dog_rates: Like father (doggo), like son (... | 12 | 10 | None | 2016-09-14 03:27:11+00:00 | 17621 | 0 | False | False | https://pbs.twimg.com/media/CiyHLocU4AI2pJu.jpg | 1 | None | None | Golden retriever | 0.945523 |
| 611 | 772615324260794368 | 2016-09-05 02:00:22+00:00 | RT @dog_rates: This is Gromit. He's pupset bec... | 10 | 10 | Gromit | 2016-09-05 02:00:22+00:00 | 3914 | 0 | False | False | https://pbs.twimg.com/media/Cp6db4-XYAAMmqL.jpg | 1 | male | None | Dalmatian | 0.556595 |
| 620 | 771171053431250945 | 2016-09-01 02:21:21+00:00 | RT @dog_rates: This is Frankie. He's wearing b... | 11 | 10 | Frankie | 2016-09-01 02:21:21+00:00 | 8705 | 0 | False | False | https://pbs.twimg.com/media/CVgdFjNWEAAxmbq.jpg | 3 | male | None | Samoyed | 0.978833 |
| 629 | 770093767776997377 | 2016-08-29 03:00:36+00:00 | RT @dog_rates: This is just downright precious... | 12 | 10 | Just | 2016-08-29 03:00:36+00:00 | 3520 | 0 | False | False | https://pbs.twimg.com/media/CkjMx99UoAM2B1a.jpg | 1 | None | None | Golden retriever | 0.843799 |
| 648 | 766078092750233600 | 2016-08-18 01:03:45+00:00 | RT @dog_rates: This is Colby. He's currently r... | 12 | 10 | Colby | 2016-08-18 01:03:45+00:00 | 2970 | 0 | False | False | https://pbs.twimg.com/media/ChK1tdBWwAQ1flD.jpg | 1 | male | None | Toy poodle | 0.420463 |
| 665 | 761750502866649088 | 2016-08-06 02:27:27+00:00 | RT @dog_rates: "Tristan do not speak to me wit... | 10 | 10 | None | 2016-08-06 02:27:27+00:00 | 4535 | 0 | False | False | https://pbs.twimg.com/media/CYLDikFWEAAIy1y.jpg | 1 | None | None | Golden retriever | 0.586937 |
| 669 | 761371037149827077 | 2016-08-05 01:19:35+00:00 | RT @dog_rates: Oh. My. God. 13/10 magical af h... | 13 | 10 | None | 2016-08-05 01:19:35+00:00 | 20500 | 0 | False | False | https://pbs.twimg.com/tweet_video_thumb/CeBym7... | 1 | None | None | None | 0.000000 |
| 683 | 759566828574212096 | 2016-07-31 01:50:18+00:00 | RT @dog_rates: This... is a Tyrannosaurus rex.... | 10 | 10 | None | 2016-07-31 01:50:18+00:00 | 24319 | 0 | False | False | https://pbs.twimg.com/media/CkNjahBXAAQ2kWo.jpg | 1 | None | None | Labrador retriever | 0.967397 |
| 687 | 759159934323924993 | 2016-07-29 22:53:27+00:00 | RT @dog_rates: AT DAWN...\nWE RIDE\n\n11/10 ht... | 11 | 10 | None | 2016-07-29 22:53:27+00:00 | 1359 | 0 | False | False | https://pbs.twimg.com/media/CU1zsMSUAAAS0qW.jpg | 1 | None | doggo | Irish terrier | 0.254856 |
| 699 | 757729163776290825 | 2016-07-26 00:08:05+00:00 | RT @dog_rates: This is Chompsky. He lives up t... | 11 | 10 | Chompsky | 2016-07-26 00:08:05+00:00 | 9299 | 0 | False | False | https://pbs.twimg.com/media/CWyD2HGUYAQ1Xa7.jpg | 2 | male | None | Schipperke | 0.045519 |
| 702 | 757597904299253760 | 2016-07-25 15:26:30+00:00 | RT @jon_hill987: @dog_rates There is a cunning... | 11 | 10 | None | 2016-07-25 15:26:30+00:00 | 336 | 0 | False | False | https://pbs.twimg.com/media/CoOGZjiWAAEMKGx.jpg | 1 | None | None | None | 0.000000 |
| 717 | 754874841593970688 | 2016-07-18 03:06:01+00:00 | RT @dog_rates: This is Rubio. He has too much ... | 11 | 10 | Rubio | 2016-07-18 03:06:01+00:00 | 9193 | 0 | False | False | https://pbs.twimg.com/media/CWza7kpWcAAdYLc.jpg | 1 | male | None | Pug | 0.272205 |
| 735 | 752309394570878976 | 2016-07-11 01:11:51+00:00 | RT @dog_rates: Everyone needs to watch this. 1... | 13 | 10 | None | 2016-07-11 01:11:51+00:00 | 18963 | 0 | False | False | https://pbs.twimg.com/ext_tw_video_thumb/67535... | 1 | None | None | Golden retriever | 0.181351 |
| 987 | 711998809858043904 | 2016-03-21 19:31:59+00:00 | RT @twitter: @dog_rates Awesome Tweet! 12/10. ... | 12 | 10 | None | 2016-03-21 19:31:59+00:00 | 138 | 0 | False | False | https://pbs.twimg.com/tweet_video_thumb/CeGGkW... | 1 | None | puppo | Kuvasz | 0.059895 |
| 1913 | 667550904950915073 | 2015-11-20 03:51:52+00:00 | RT @dogratingrating: Exceptional talent. Origi... | 12 | 10 | None | 2015-11-20 03:51:52+00:00 | 37 | 0 | False | False | https://pbs.twimg.com/media/CUOb_gUUkAACXdS.jpg | 1 | None | pupper | Vizsla | 0.000081 |
| 1914 | 667550882905632768 | 2015-11-20 03:51:47+00:00 | RT @dogratingrating: Unoriginal idea. Blatant ... | 5 | 10 | None | 2015-11-20 03:51:47+00:00 | 34 | 0 | False | False | https://pbs.twimg.com/media/CUObvUJVEAAnYPF.jpg | 1 | None | None | None | 0.000000 |
In [89]:
least_liked=Image.open(requests.get('https://pbs.twimg.com/media/C4bTH6nWMAAX_bJ.jpg',stream=True).raw)
least_liked
Out[89]:
In [90]:
#Least liked photo
least_liked_2=Image.open(requests.get('https://pbs.twimg.com/media/CsVO7ljW8AAckRD.jpg',stream=True).raw)
least_liked_2
Out[90]:
